Warmstart + Mitiq + Optuna (IBM)

import sys
import os
sys.path.insert(0, os.path.abspath('../'))
sys.path.insert(0, os.path.abspath('../../'))

import qiskit
provider = qiskit.IBMQ.load_account()

import optuna
from qiskit import Aer
from qiskit.algorithms import QAOA
from qiskit_optimization.algorithms import MinimumEigenOptimizer
from qiskit_optimization.algorithms import WarmStartQAOAOptimizer, CobylaOptimizer
from shared.QiskitMaxcut import *
from shared.Mitiq_QAOA import *
from ibm.ibm_parameters import *
%matplotlib inline

print_parameters()

Optimizers: ['SPSA', 'QN-SPSA', 'COBYLA'] with MaxIter of 500
Number of shots: 8000
Repetitions: [ 1; 50 ]
Gamma value interval: [ -3.141592653589793; 3.141592653589793 ]
Beta value interval: [ 3.141592653589793;-3.141592653589793 ]
Number of Optuna Trials: 150
Noise Backend Name: ibmq_toronto

# ---- Define graph and MaxCut ----
graph = load_graph()
max_cut = Maxcut(graph)
max_cut_qubo = max_cut.to_qubo()
max_cut.draw()

def init_qaoa(optimizer, reps, init_parameters):
    quantum_instance = QuantumInstance(
                    backend=Aer.get_backend(DEFAULT_QASM_SIMULATOR),
                    shots=SHOTS,
    )

    # generate QAOA to get circuit
    pre_qaoa = QAOA(optimizer=COBYLA(maxiter=1, tol=0), quantum_instance=quantum_instance, reps=reps, initial_point=init_parameters)
    MinimumEigenOptimizer(pre_qaoa).solve(max_cut_qubo)

    circuit = pre_qaoa.get_optimal_circuit()
    circuit.measure_all()

    if optimizer == "QN-SPSA":
        fidelity = QNSPSA.get_fidelity(pre_qaoa.ansatz)
        optimizer = QNSPSA(fidelity, maxiter=MAX_ITER)

    mitiq_qaoa = Mitiq_QAOA(mitiq_circuit=circuit.copy(),
                            optimizer=optimizer,
                            quantum_instance=quantum_instance,
                            reps=reps,
                            initial_point=init_parameters)

    ws_qaoa = WarmStartQAOAOptimizer(pre_solver=CobylaOptimizer(),
                                     relax_for_pre_solver=True,
                                     qaoa=mitiq_qaoa)

    return ws_qaoa

def run(max_cut_problem, qaoa):
    # Run quantum algorithm QAOA
    result = qaoa.solve(max_cut_problem)
    optimal_parameters = qaoa._qaoa.optimal_params
    return result, optimal_parameters.copy()

def objective(trial):
    optimizer_name = trial.suggest_categorical("optimizer", optimizers.keys())
    reps = trial.suggest_int('reps', REPS_MIN, REPS_MAX)
    parameters = []
    for i in range(reps):
        parameters.append(trial.suggest_uniform(f'gamma_{i}', GAMMA_MIN, GAMMA_MAX))

    for i in range(reps):
        parameters.append(trial.suggest_uniform(f'beta_{i}', BETA_MIN, BETA_MAX))

    optimizer = optimizers[optimizer_name]
        
    qaoa = init_qaoa(optimizer, reps, parameters)
    
    result, optimal_parameters = run(max_cut_qubo, qaoa)
    
    mean, distribution = max_cut.analyse(result)
    
    trial.set_user_attr(key="best", value=[mean,result,optimal_parameters, optimizer_name])
    
    return mean

study = optuna.create_study(direction='minimize')
study.optimize(objective, n_trials=N_TRIALS, callbacks=[save_best_trial])

[I 2021-08-05 11:16:58,032] A new study created in memory with name: no-name-dcb30c75-637d-431f-818c-d3e530b9b2ff
[I 2021-08-05 11:23:25,146] Trial 0 finished with value: -31.173999999999996 and parameters: {'optimizer': 'COBYLA', 'reps': 17, 'gamma_0': 0.2849915530641818, 'gamma_1': 1.1842983479087312, 'gamma_2': -0.406729850461788, 'gamma_3': -1.3040086307512229, 'gamma_4': -1.20895985268248, 'gamma_5': 0.567270399170559, 'gamma_6': 2.307006055624674, 'gamma_7': 3.127867375704283, 'gamma_8': -2.877692453579889, 'gamma_9': 0.8638435159077504, 'gamma_10': -1.5238214965845744, 'gamma_11': -2.7565572967584853, 'gamma_12': 1.2864870731566613, 'gamma_13': 0.35301305598895727, 'gamma_14': -2.48438893065308, 'gamma_15': 1.8845045931684865, 'gamma_16': -0.34118310582991507, 'beta_0': -2.2093527071452153, 'beta_1': 0.30767788078966873, 'beta_2': -1.8742950647462884, 'beta_3': 0.2735606935820236, 'beta_4': -0.549063936474635, 'beta_5': 2.1478053707265694, 'beta_6': 2.852345553440051, 'beta_7': -0.757473607344501, 'beta_8': -0.4210010888150584, 'beta_9': -0.08229726200211873, 'beta_10': -2.9908118041735, 'beta_11': 1.5073090164350944, 'beta_12': -2.08782840884825, 'beta_13': 0.9024125329951227, 'beta_14': -1.667941556093453, 'beta_15': -0.0911561921184112, 'beta_16': -2.9551215990830384}. Best is trial 0 with value: -31.173999999999996.
[I 2021-08-05 11:37:27,549] Trial 1 finished with value: -29.510125000000006 and parameters: {'optimizer': 'COBYLA', 'reps': 28, 'gamma_0': -2.7921885262984745, 'gamma_1': 1.6968322654891592, 'gamma_2': 1.317383938764766, 'gamma_3': -2.3881237657864856, 'gamma_4': 2.393051707146032, 'gamma_5': -3.1043616013921387, 'gamma_6': -2.489162992972213, 'gamma_7': 1.2536369243672123, 'gamma_8': -2.387957073679117, 'gamma_9': -0.9702828751393717, 'gamma_10': -1.9120798176328149, 'gamma_11': 2.8003896188174684, 'gamma_12': -0.5186294853363309, 'gamma_13': -0.1229483353477745, 'gamma_14': 2.6860778699706023, 'gamma_15': 0.6968118853993217, 'gamma_16': -1.1678952795434119, 'gamma_17': 0.8219753276444659, 'gamma_18': 3.029995789174115, 'gamma_19': -3.003877340359274, 'gamma_20': -2.50175315400418, 'gamma_21': 2.8783902569868802, 'gamma_22': 1.530465384391027, 'gamma_23': -0.758138393014554, 'gamma_24': -0.8129299660742357, 'gamma_25': -0.8291235811738056, 'gamma_26': -0.451087662566251, 'gamma_27': 0.9151866909735515, 'beta_0': 0.5826256298019832, 'beta_1': -2.381148831047977, 'beta_2': -1.4247498576881188, 'beta_3': -0.7179612707953034, 'beta_4': 1.709986846852975, 'beta_5': 3.0101092344142453, 'beta_6': -0.45458706480464084, 'beta_7': 1.071068939189857, 'beta_8': 1.724061507180676, 'beta_9': -2.2242470593402497, 'beta_10': -1.5330898218881002, 'beta_11': 0.8065424173640445, 'beta_12': 1.0786908511738487, 'beta_13': -1.782937250213441, 'beta_14': 0.9390957970413814, 'beta_15': 1.9022100839884892, 'beta_16': -0.12091270878709937, 'beta_17': 1.3478615989667064, 'beta_18': -1.2817250727852167, 'beta_19': -2.3748449249150134, 'beta_20': 0.6962489147621369, 'beta_21': 1.7086153921967648, 'beta_22': -2.146598860828123, 'beta_23': -0.5710084805496458, 'beta_24': 2.959044085730384, 'beta_25': -1.6055517617227815, 'beta_26': 1.5710675291872338, 'beta_27': 0.18772412115710901}. Best is trial 0 with value: -31.173999999999996.
[I 2021-08-05 11:58:22,091] Trial 2 finished with value: -30.80575 and parameters: {'optimizer': 'COBYLA', 'reps': 41, 'gamma_0': 1.0416158855248412, 'gamma_1': 1.9168214198018632, 'gamma_2': 2.6842245035520325, 'gamma_3': 0.39088903986901613, 'gamma_4': 0.5579654834002223, 'gamma_5': 2.767977722977191, 'gamma_6': -2.2212410676771364, 'gamma_7': -0.7354174013466008, 'gamma_8': -3.0783380447664626, 'gamma_9': 2.3390025190478942, 'gamma_10': -2.6223532875053577, 'gamma_11': 2.9777260435971806, 'gamma_12': -2.684290085526765, 'gamma_13': 3.1006420494501237, 'gamma_14': 0.08901814056902513, 'gamma_15': 2.7044141059129547, 'gamma_16': 3.0195498475097553, 'gamma_17': 3.117952475108793, 'gamma_18': 3.126845906923549, 'gamma_19': 0.34136156957234576, 'gamma_20': -2.2937709644348905, 'gamma_21': 0.9383400656119951, 'gamma_22': 3.1076184670925002, 'gamma_23': -3.0322311937411333, 'gamma_24': 2.1119866799225626, 'gamma_25': -1.240391909351099, 'gamma_26': -0.45600579191385604, 'gamma_27': 0.2760612270365521, 'gamma_28': 1.191109820447072, 'gamma_29': 0.6911889468419652, 'gamma_30': -0.688933111276218, 'gamma_31': -2.143137998682348, 'gamma_32': -0.2612525725450636, 'gamma_33': -0.5568829059688087, 'gamma_34': 2.131632025036944, 'gamma_35': 2.0284165922243647, 'gamma_36': 0.22799048682838885, 'gamma_37': 0.1668625139948796, 'gamma_38': -2.285975698542165, 'gamma_39': 0.208043125074183, 'gamma_40': 1.9552098689153237, 'beta_0': 1.513238212174282, 'beta_1': -1.8557413621253518, 'beta_2': 2.2696055466859075, 'beta_3': -1.7636228311450677, 'beta_4': -0.26423948596904534, 'beta_5': 0.5444109248696081, 'beta_6': 2.168196984701659, 'beta_7': -0.7220007591479707, 'beta_8': -3.101019563787977, 'beta_9': -0.545971768866274, 'beta_10': -2.977204641236571, 'beta_11': -2.9742696223525846, 'beta_12': -0.6424527147020598, 'beta_13': 2.5757029356937, 'beta_14': -1.9378608734548954, 'beta_15': 2.200563037734894, 'beta_16': -2.6586150544263867, 'beta_17': -1.3434677026566597, 'beta_18': 0.9348318300299834, 'beta_19': -1.9508620716773015, 'beta_20': -0.05214832498289246, 'beta_21': 2.9731526007799998, 'beta_22': -2.5656595191441727, 'beta_23': -2.2217184756269956, 'beta_24': -0.367223484120728, 'beta_25': -2.1673891655004547, 'beta_26': -1.6458319911604753, 'beta_27': 2.4475916111409184, 'beta_28': -1.9177401780457426, 'beta_29': -2.370048450452138, 'beta_30': 1.690752143306196, 'beta_31': 1.0585545734951145, 'beta_32': -3.10015452922357, 'beta_33': 1.2318948754345946, 'beta_34': -1.975709475382102, 'beta_35': -0.7285736162513268, 'beta_36': -0.2823487039983976, 'beta_37': 1.8036346880907503, 'beta_38': -2.110142312071086, 'beta_39': -1.5474347011783085, 'beta_40': 1.0384581960867845}. Best is trial 0 with value: -31.173999999999996.
[I 2021-08-05 12:21:18,781] Trial 3 finished with value: -31.708375000000004 and parameters: {'optimizer': 'COBYLA', 'reps': 46, 'gamma_0': -2.254508453046423, 'gamma_1': -0.14475733842036975, 'gamma_2': 1.3459216605482514, 'gamma_3': 1.9720230015705447, 'gamma_4': -3.03538567635119, 'gamma_5': 0.7937362003272588, 'gamma_6': -0.9175778860717352, 'gamma_7': -1.2752621323926927, 'gamma_8': -1.8363426715839124, 'gamma_9': 2.356565050737042, 'gamma_10': 1.2534855269799987, 'gamma_11': -2.21920488210601, 'gamma_12': -1.2365139873458362, 'gamma_13': -2.1327212127555226, 'gamma_14': 2.84631822177192, 'gamma_15': 1.2969495124693537, 'gamma_16': 0.8742834669463369, 'gamma_17': -2.0297899100367904, 'gamma_18': 2.9601186486973727, 'gamma_19': -2.2304922502107756, 'gamma_20': 1.1065746626401722, 'gamma_21': 1.6537596723226535, 'gamma_22': 0.2697919067523702, 'gamma_23': -1.1347379106021962, 'gamma_24': 2.2643079237556343, 'gamma_25': 0.06254702836146198, 'gamma_26': 0.5277202805194152, 'gamma_27': -1.848193560306559, 'gamma_28': 1.2105574467290987, 'gamma_29': 2.055853900569539, 'gamma_30': -0.5752053372920654, 'gamma_31': 1.9089340000043258, 'gamma_32': 2.5600015037381505, 'gamma_33': -0.6262128981814774, 'gamma_34': -1.9743664482972845, 'gamma_35': 2.83967093275104, 'gamma_36': -2.8499835693259192, 'gamma_37': -0.5596867478047254, 'gamma_38': 2.5833117957106655, 'gamma_39': -2.3325625300202093, 'gamma_40': -0.26045285351285496, 'gamma_41': 0.9582959066711281, 'gamma_42': -2.829951081551662, 'gamma_43': 0.19851497885953462, 'gamma_44': -2.0923667933994152, 'gamma_45': 0.29302103376116806, 'beta_0': 2.871709407811969, 'beta_1': 1.3992297858326355, 'beta_2': -0.6394513166937839, 'beta_3': -3.1081022185587273, 'beta_4': -1.1678338383624374, 'beta_5': 0.19807955429486368, 'beta_6': -0.6626766459626432, 'beta_7': 2.905808595930236, 'beta_8': 2.1773159998693696, 'beta_9': 0.21384012011519493, 'beta_10': 0.11716337679114064, 'beta_11': -0.9903672626339834, 'beta_12': 2.840980918966567, 'beta_13': -1.9908270406195385, 'beta_14': 1.6186249361275902, 'beta_15': -1.8483107711260371, 'beta_16': -2.6264475695928735, 'beta_17': 1.226905084575744, 'beta_18': 1.2320569767603855, 'beta_19': 1.2660630611317627, 'beta_20': -2.2502904971473408, 'beta_21': 2.071651792848712, 'beta_22': 1.9118123958790179, 'beta_23': -2.1898903821227638, 'beta_24': -2.3067328952033237, 'beta_25': 2.5153900730304475, 'beta_26': 0.7033935959881155, 'beta_27': -0.6298172597670324, 'beta_28': 1.7976757490402537, 'beta_29': 1.1042492526165342, 'beta_30': -2.881205292135958, 'beta_31': 0.27756468848518523, 'beta_32': 2.803224429522656, 'beta_33': 1.1805851893456545, 'beta_34': 2.1845067656744623, 'beta_35': 0.8176144931143754, 'beta_36': -1.713521071987139, 'beta_37': -2.2646166547855513, 'beta_38': 0.14986110812364606, 'beta_39': 0.05523688668274129, 'beta_40': -1.3960769933202708, 'beta_41': 1.4637743875361888, 'beta_42': -1.9493009010384832, 'beta_43': -0.658144827456264, 'beta_44': 2.0983487502481344, 'beta_45': 0.08646818183196192}. Best is trial 3 with value: -31.708375000000004.
[I 2021-08-05 13:06:49,167] Trial 4 finished with value: -24.051750000000002 and parameters: {'optimizer': 'SPSA', 'reps': 44, 'gamma_0': 1.6371636620089198, 'gamma_1': -2.6602585665826184, 'gamma_2': 2.157045019960206, 'gamma_3': -2.6000177157824966, 'gamma_4': -2.949085505692415, 'gamma_5': -0.06983118313665804, 'gamma_6': 0.20269640990125648, 'gamma_7': -2.072760705091615, 'gamma_8': 3.0216661665915385, 'gamma_9': -0.9193975877253671, 'gamma_10': -1.4101131481651663, 'gamma_11': -1.1541957617188652, 'gamma_12': -2.53763667979564, 'gamma_13': 2.32850489829187, 'gamma_14': -2.2447088958538677, 'gamma_15': 2.401727331997301, 'gamma_16': -1.2550597742626335, 'gamma_17': 2.0623074623905264, 'gamma_18': 2.219666044095205, 'gamma_19': 2.7207531558939495, 'gamma_20': -0.4870551407547774, 'gamma_21': 0.3952680202114318, 'gamma_22': -2.3512513683039273, 'gamma_23': -1.3802133463093784, 'gamma_24': 2.3220002764693266, 'gamma_25': 2.29849551234998, 'gamma_26': 3.1193081794586046, 'gamma_27': 0.9364248839277662, 'gamma_28': 2.0122185556797607, 'gamma_29': 2.7072754441609295, 'gamma_30': 0.911498704954302, 'gamma_31': -0.2766747626321613, 'gamma_32': -0.3964362860025141, 'gamma_33': -2.5498985070135376, 'gamma_34': -1.9274468228633197, 'gamma_35': 2.408339970125888, 'gamma_36': 3.1252689795589346, 'gamma_37': -0.322391815745374, 'gamma_38': 2.6167455052492965, 'gamma_39': -0.693505294133014, 'gamma_40': -1.5538155336143702, 'gamma_41': -2.758358342304477, 'gamma_42': -1.1066586927566768, 'gamma_43': -2.1484035044856133, 'beta_0': -1.3167839650999418, 'beta_1': 0.29142808057924263, 'beta_2': -2.5265582353460365, 'beta_3': 2.492479366980815, 'beta_4': -1.5250751819783996, 'beta_5': 1.2204957580921834, 'beta_6': 1.0391474642127037, 'beta_7': 2.9400488767920256, 'beta_8': 0.0849662567460765, 'beta_9': 0.7976541537735384, 'beta_10': 0.843209872220053, 'beta_11': 2.7811351882501425, 'beta_12': 0.04752265712546411, 'beta_13': 1.66356810457345, 'beta_14': 2.7966708179499795, 'beta_15': -1.7964558639702168, 'beta_16': 1.3855353326166444, 'beta_17': -0.0261734001703533, 'beta_18': -1.4602313374449798, 'beta_19': -1.0429858326579757, 'beta_20': -0.3238597768277076, 'beta_21': 0.09697669388559582, 'beta_22': -2.570887533645858, 'beta_23': 2.389374426578007, 'beta_24': 1.241607921247736, 'beta_25': -2.6269715885129967, 'beta_26': -2.766737055027674, 'beta_27': -0.4555119367249292, 'beta_28': -0.6743968879586801, 'beta_29': 1.0776537590234412, 'beta_30': 1.633427834016219, 'beta_31': 1.9356435903435907, 'beta_32': 2.022873289810585, 'beta_33': -1.365834786369086, 'beta_34': 2.190242985681209, 'beta_35': -1.5945382865028324, 'beta_36': -2.2415305081766603, 'beta_37': 3.034948706768297, 'beta_38': -2.0619524183393407, 'beta_39': 2.764102481779119, 'beta_40': 2.3423156469689843, 'beta_41': 2.4378761602236594, 'beta_42': -0.8707606874850575, 'beta_43': -1.5944734949432275}. Best is trial 3 with value: -31.708375000000004.
[I 2021-08-05 13:40:07,340] Trial 5 finished with value: -24.342625 and parameters: {'optimizer': 'SPSA', 'reps': 32, 'gamma_0': -2.5957804556061457, 'gamma_1': 1.046777867988678, 'gamma_2': 0.2579967980042239, 'gamma_3': -0.8822299731027883, 'gamma_4': -0.05429188962683451, 'gamma_5': 0.7805844859446109, 'gamma_6': 1.3747603033596416, 'gamma_7': 0.7250988310225521, 'gamma_8': 2.748804177816991, 'gamma_9': 0.2627077166610392, 'gamma_10': -1.2775306464994942, 'gamma_11': 2.516637388899622, 'gamma_12': 0.005359810811063959, 'gamma_13': 0.4937812417305043, 'gamma_14': -0.8980298172607002, 'gamma_15': -2.4357128089412554, 'gamma_16': 2.753149041079573, 'gamma_17': -1.1348991127120085, 'gamma_18': -3.093210593209857, 'gamma_19': -0.5753265727115888, 'gamma_20': 0.9052271006164823, 'gamma_21': 2.1245725680739254, 'gamma_22': 1.6818685246931535, 'gamma_23': -2.8477070204985506, 'gamma_24': 2.260414715557438, 'gamma_25': 2.5246171689923216, 'gamma_26': 2.6817856653656653, 'gamma_27': -0.026462385503402075, 'gamma_28': 0.9249456543473169, 'gamma_29': 1.4509418572041355, 'gamma_30': -1.590144774505138, 'gamma_31': 0.8976317276499914, 'beta_0': 1.6567594432694204, 'beta_1': -1.0141149087003427, 'beta_2': 1.3913159168229088, 'beta_3': -2.2639984804877833, 'beta_4': 0.8789938952281462, 'beta_5': 1.5406685182854583, 'beta_6': -1.8352632766704227, 'beta_7': 0.1543264125039836, 'beta_8': -1.8597354475842598, 'beta_9': -0.44724195150269885, 'beta_10': 2.3645542966344966, 'beta_11': 0.25685274413531145, 'beta_12': 2.2979356795097345, 'beta_13': 2.7051867654325976, 'beta_14': 0.5759601795833729, 'beta_15': 1.6515851159344628, 'beta_16': -0.7441961070218452, 'beta_17': -1.8802914644759983, 'beta_18': 2.71143176268496, 'beta_19': -1.8440735400459372, 'beta_20': 0.5046811407472434, 'beta_21': 0.8819899875193276, 'beta_22': -1.0926620502618585, 'beta_23': -0.30157259597416486, 'beta_24': -0.18941095898770932, 'beta_25': 1.454035158870198, 'beta_26': 1.3083283221369602, 'beta_27': -3.1366915037199194, 'beta_28': -0.6537586777211128, 'beta_29': -1.0891245453285041, 'beta_30': -1.1307536398771934, 'beta_31': -1.5747544534874578}. Best is trial 3 with value: -31.708375000000004.
[I 2021-08-05 13:40:37,910] Trial 6 finished with value: -28.805000000000007 and parameters: {'optimizer': 'COBYLA', 'reps': 4, 'gamma_0': 1.0040988359007645, 'gamma_1': 0.6016672360077764, 'gamma_2': 1.6184998800973585, 'gamma_3': 1.5963505662917195, 'beta_0': -1.1494376297409572, 'beta_1': -0.38166133929596846, 'beta_2': 1.9427954990810727, 'beta_3': 2.6978035350253364}. Best is trial 3 with value: -31.708375000000004.
[I 2021-08-05 13:48:59,033] Trial 7 finished with value: -24.948000000000004 and parameters: {'optimizer': 'SPSA', 'reps': 6, 'gamma_0': -1.147239174359709, 'gamma_1': -0.891949581940751, 'gamma_2': -0.4741752018219061, 'gamma_3': 0.07896148260767433, 'gamma_4': 2.801371851288872, 'gamma_5': -1.8777318850747264, 'beta_0': 2.074668993544334, 'beta_1': 0.021807628057334938, 'beta_2': 0.0778441533847225, 'beta_3': -1.4367851007812906, 'beta_4': 1.0591317886903493, 'beta_5': -1.8827114367474955}. Best is trial 3 with value: -31.708375000000004.
[I 2021-08-05 13:49:49,325] Trial 8 finished with value: -29.37799999999999 and parameters: {'optimizer': 'COBYLA', 'reps': 5, 'gamma_0': -1.788417322273338, 'gamma_1': 2.215129793302209, 'gamma_2': -0.7544179657452723, 'gamma_3': -1.3518178988744498, 'gamma_4': 1.1511340742956238, 'beta_0': 2.035169736938502, 'beta_1': 0.4799741315937265, 'beta_2': -2.9842696057444336, 'beta_3': 2.8607735437852657, 'beta_4': 0.5462714058301184}. Best is trial 3 with value: -31.708375000000004.
[I 2021-08-05 14:18:02,723] Trial 9 finished with value: -29.718499999999988 and parameters: {'optimizer': 'QN-SPSA', 'reps': 15, 'gamma_0': 1.1254244638613171, 'gamma_1': 2.19717390263311, 'gamma_2': -0.7981559685197706, 'gamma_3': -1.4102441281127605, 'gamma_4': 1.7279248992535612, 'gamma_5': -1.8996054834675178, 'gamma_6': -2.254528045578856, 'gamma_7': 2.907119060664808, 'gamma_8': 0.35299998385163356, 'gamma_9': 0.955237446203201, 'gamma_10': -2.0544666929724533, 'gamma_11': 2.6388015900077972, 'gamma_12': 0.8672973461398028, 'gamma_13': 1.4911186008903208, 'gamma_14': -0.667397854885734, 'beta_0': 0.3851553721027523, 'beta_1': 1.9151585719089095, 'beta_2': 1.8581176314989891, 'beta_3': -3.1103913129188006, 'beta_4': -0.6740668194401849, 'beta_5': -0.48202346698972987, 'beta_6': 0.6823435513340503, 'beta_7': 0.0590763697945933, 'beta_8': 2.2876126450976724, 'beta_9': 2.3883557478108335, 'beta_10': -1.5865924292413847, 'beta_11': -1.6972049402342786, 'beta_12': 2.443799258706549, 'beta_13': -0.9045113000362215, 'beta_14': 1.297487803594282}. Best is trial 3 with value: -31.708375000000004.
[I 2021-08-05 15:41:08,520] Trial 10 finished with value: -28.47674999999999 and parameters: {'optimizer': 'QN-SPSA', 'reps': 50, 'gamma_0': 2.671309875346541, 'gamma_1': -0.9054960031390151, 'gamma_2': -2.7563211490651094, 'gamma_3': 2.8266516444863834, 'gamma_4': -2.4665335851366583, 'gamma_5': 2.86882088930028, 'gamma_6': -0.570919745178754, 'gamma_7': -2.5916433308177167, 'gamma_8': -0.713779056754078, 'gamma_9': -3.057285297119315, 'gamma_10': 2.2872192325324727, 'gamma_11': -3.0619486226736776, 'gamma_12': -1.3136580447156203, 'gamma_13': -2.879481402768824, 'gamma_14': 2.9048410226910044, 'gamma_15': -1.5220126945990038, 'gamma_16': 1.310013325281079, 'gamma_17': -3.1093365533365045, 'gamma_18': -0.05195434806046873, 'gamma_19': -2.95253380254482, 'gamma_20': 3.050971428657493, 'gamma_21': -2.042445968647103, 'gamma_22': -1.1847996392765758, 'gamma_23': 2.081481417619807, 'gamma_24': -2.4713416706167144, 'gamma_25': -2.8588877097503107, 'gamma_26': -2.779059211872644, 'gamma_27': -3.1397233476101523, 'gamma_28': -2.798722814449048, 'gamma_29': -2.829470660016745, 'gamma_30': 2.9848793768050643, 'gamma_31': 2.92116036049274, 'gamma_32': 2.9407053775744907, 'gamma_33': 2.0421330129693103, 'gamma_34': -2.478287103773355, 'gamma_35': -2.8839412355503895, 'gamma_36': -3.070074606453952, 'gamma_37': -3.0582872023010856, 'gamma_38': 3.0198690215115525, 'gamma_39': -3.0758690876851476, 'gamma_40': 0.2174598827635249, 'gamma_41': 2.3028504221843873, 'gamma_42': -3.027349892008391, 'gamma_43': 2.0442744146969973, 'gamma_44': -2.3463347508863572, 'gamma_45': 0.4553840330271881, 'gamma_46': 0.015818695947517326, 'gamma_47': 0.5662366507720015, 'gamma_48': -0.0014067783971613089, 'gamma_49': 1.9611223432079499, 'beta_0': 3.0281099402546836, 'beta_1': 3.0955750281226253, 'beta_2': -0.44556433005701135, 'beta_3': 1.109772238394128, 'beta_4': -3.1048795695392952, 'beta_5': -1.0707060144151828, 'beta_6': -2.6635206857526432, 'beta_7': 2.9298158946613926, 'beta_8': 2.931506500981372, 'beta_9': 2.898265834305914, 'beta_10': 0.7041166976447414, 'beta_11': -1.4959251946525696, 'beta_12': 3.049151778250198, 'beta_13': -3.1145485413765606, 'beta_14': 3.1298533133405155, 'beta_15': -3.1351802834053526, 'beta_16': 2.9171728837538153, 'beta_17': 2.3342150273332742, 'beta_18': 1.7403654962148773, 'beta_19': 2.232030400791448, 'beta_20': -2.982967441599037, 'beta_21': -3.0108944515567413, 'beta_22': 2.630248386322111, 'beta_23': -3.123811795551156, 'beta_24': -2.6633640276650246, 'beta_25': 3.1173069968046065, 'beta_26': -0.33052622522200686, 'beta_27': -1.263259683934843, 'beta_28': 3.0135861318613792, 'beta_29': 2.6921384033352704, 'beta_30': -3.137692753684547, 'beta_31': -1.1841088338635881, 'beta_32': 2.9620252910597977, 'beta_33': 3.072645178685968, 'beta_34': 2.886943807900434, 'beta_35': 2.7455056618898386, 'beta_36': -2.9383444813225497, 'beta_37': -2.9907329778995755, 'beta_38': 2.444791797085724, 'beta_39': 0.8561528698983363, 'beta_40': -3.03897663167304, 'beta_41': -0.3095511427825559, 'beta_42': -2.9316741938844513, 'beta_43': 2.003414672357864, 'beta_44': 2.3968739026809143, 'beta_45': 0.19750896322500056, 'beta_46': 1.4369470116834435, 'beta_47': -1.4485402448489968, 'beta_48': -1.7182737871794138, 'beta_49': -2.3962065555429533}. Best is trial 3 with value: -31.708375000000004.
[I 2021-08-05 15:47:19,145] Trial 11 finished with value: -29.484499999999993 and parameters: {'optimizer': 'COBYLA', 'reps': 18, 'gamma_0': -0.18899407781265343, 'gamma_1': -0.23524066077515648, 'gamma_2': -2.064951154133893, 'gamma_3': 2.9865680190363757, 'gamma_4': -1.3330406317833274, 'gamma_5': 1.1837561225943525, 'gamma_6': 2.7551826334048934, 'gamma_7': -0.7102150621082015, 'gamma_8': -1.5863658235977474, 'gamma_9': 3.055310615091096, 'gamma_10': 1.1272403571024436, 'gamma_11': -3.0569064926723577, 'gamma_12': 2.9527303453797433, 'gamma_13': -2.0544979414152906, 'gamma_14': -2.998042900584812, 'gamma_15': 0.9823498569924584, 'gamma_16': 0.6450795172962392, 'gamma_17': -2.7400615995413204, 'beta_0': -3.1333334769168877, 'beta_1': 1.614387046532841, 'beta_2': -1.6145671767419387, 'beta_3': 0.7282865837256631, 'beta_4': -1.9644706814017612, 'beta_5': 2.7729542198794705, 'beta_6': 3.0619265067512806, 'beta_7': -2.7210111271733988, 'beta_8': 0.11264493207959647, 'beta_9': 0.816723501219292, 'beta_10': -0.6040803934011594, 'beta_11': 2.0892000239185733, 'beta_12': -2.8568478167409865, 'beta_13': 0.5733907342061129, 'beta_14': -2.024551987217747, 'beta_15': -0.7011347824575371, 'beta_16': -2.5902902889364117, 'beta_17': 0.9404439067434718}. Best is trial 3 with value: -31.708375000000004.
[I 2021-08-05 15:53:36,729] Trial 12 finished with value: -29.236375000000002 and parameters: {'optimizer': 'COBYLA', 'reps': 19, 'gamma_0': -0.3456172829598603, 'gamma_1': -2.099112600053158, 'gamma_2': 0.5115700067313247, 'gamma_3': 1.4965903875246553, 'gamma_4': -1.527184764897235, 'gamma_5': -0.12159482040959724, 'gamma_6': -0.5735828550119044, 'gamma_7': 2.595787599509971, 'gamma_8': -3.033641859405583, 'gamma_9': 1.618694103352545, 'gamma_10': 0.3874615512757358, 'gamma_11': -1.6629825271909955, 'gamma_12': 1.9166539818015949, 'gamma_13': -1.2593442201064096, 'gamma_14': 1.30542087816876, 'gamma_15': 1.6113273374288724, 'gamma_16': -0.20366684799825, 'gamma_17': -1.3743820466551013, 'gamma_18': 0.5898483236930592, 'beta_0': -2.681030426719256, 'beta_1': 1.5304054028030352, 'beta_2': -0.024634897467167263, 'beta_3': 0.3317937834240514, 'beta_4': -1.5301692313890796, 'beta_5': -2.9402632280973213, 'beta_6': -0.7761066264689439, 'beta_7': -2.0254744208445867, 'beta_8': -1.2041066897610464, 'beta_9': -1.6948096360834162, 'beta_10': 2.226363830564667, 'beta_11': 1.1691747389838565, 'beta_12': -2.880600375693422, 'beta_13': 0.4564835974856978, 'beta_14': -0.7973349196674742, 'beta_15': -0.2557784232342679, 'beta_16': -3.0856020057329756, 'beta_17': 2.5028084861760744, 'beta_18': -0.05969825282163966}. Best is trial 3 with value: -31.708375000000004.
[I 2021-08-05 16:09:26,815] Trial 13 finished with value: -31.432500000000005 and parameters: {'optimizer': 'COBYLA', 'reps': 35, 'gamma_0': -1.2588543503882574, 'gamma_1': 0.3544794314281061, 'gamma_2': -1.5567083638995405, 'gamma_3': 1.407300214736121, 'gamma_4': -1.0416427489719544, 'gamma_5': 1.521143481133094, 'gamma_6': 3.1366431912540986, 'gamma_7': -1.5989545996788868, 'gamma_8': 0.49695693911867456, 'gamma_9': 2.977604083717422, 'gamma_10': 2.4134961528229946, 'gamma_11': -1.8846607357718794, 'gamma_12': 1.3787828826295498, 'gamma_13': -0.5045037799011958, 'gamma_14': 1.6922852698566604, 'gamma_15': -0.5400697219508723, 'gamma_16': -3.082129760523856, 'gamma_17': -1.5696113761922403, 'gamma_18': -2.2680809363721974, 'gamma_19': -0.9046622085278357, 'gamma_20': 2.1354690000366476, 'gamma_21': -1.7141934203941762, 'gamma_22': 0.35063960308387854, 'gamma_23': 1.2720121680611152, 'gamma_24': 0.5383932628254657, 'gamma_25': 0.7632523336340812, 'gamma_26': 1.3537533628182046, 'gamma_27': -2.6116660552081306, 'gamma_28': -1.2307816904489233, 'gamma_29': -1.7581989259766688, 'gamma_30': -3.0573523139050147, 'gamma_31': 2.999503809144815, 'gamma_32': 2.801685321080223, 'gamma_33': -0.40889066758654047, 'gamma_34': -0.31969459318262006, 'beta_0': -1.8184881073805341, 'beta_1': 2.9454439433060196, 'beta_2': -1.6244754561684478, 'beta_3': 1.331748337713012, 'beta_4': 2.8248136686761804, 'beta_5': 1.9780539283369813, 'beta_6': -1.4600400447614768, 'beta_7': 1.5683581052201943, 'beta_8': 1.0941217446649032, 'beta_9': 1.0517971199117582, 'beta_10': -3.0663186549113894, 'beta_11': -0.923567943545564, 'beta_12': -1.6214884022487825, 'beta_13': -2.9844041535214747, 'beta_14': -3.0581510783343027, 'beta_15': -2.555332839211622, 'beta_16': -1.588532980231374, 'beta_17': -0.08805488064844047, 'beta_18': -3.0643648710088085, 'beta_19': 1.7684995941525412, 'beta_20': -2.84467013385974, 'beta_21': -2.0423722414511474, 'beta_22': 2.2362962047083625, 'beta_23': -1.9182114211813486, 'beta_24': -3.122178908467607, 'beta_25': 3.014988223994563, 'beta_26': 3.1365258342458127, 'beta_27': 1.7102671710025381, 'beta_28': 2.5668737702558593, 'beta_29': 1.234164000633125, 'beta_30': -2.9779211352018677, 'beta_31': 0.06514446663733126, 'beta_32': -0.2272636331376936, 'beta_33': 1.1325213145981168, 'beta_34': 0.626162621967822}. Best is trial 3 with value: -31.708375000000004.
[I 2021-08-05 16:26:02,709] Trial 14 finished with value: -31.361250000000002 and parameters: {'optimizer': 'COBYLA', 'reps': 37, 'gamma_0': -1.7140260817138855, 'gamma_1': -0.0994388091977192, 'gamma_2': -1.736413561738555, 'gamma_3': 1.7408628749812547, 'gamma_4': -2.285585316705562, 'gamma_5': 1.757193409749895, 'gamma_6': 0.7297297962208287, 'gamma_7': -1.5858689852061554, 'gamma_8': 1.164676373781499, 'gamma_9': 3.05956986157367, 'gamma_10': 3.1203394149941164, 'gamma_11': 0.6233134797638835, 'gamma_12': -1.5664827558837482, 'gamma_13': -1.2238874764951544, 'gamma_14': 1.7342439974636068, 'gamma_15': -0.15371325154604554, 'gamma_16': -2.4481989591455244, 'gamma_17': -1.6200098270907406, 'gamma_18': -2.9219274450059514, 'gamma_19': -1.20339769404408, 'gamma_20': 2.1770417920906855, 'gamma_21': -2.546755749703564, 'gamma_22': -0.02913082884903362, 'gamma_23': 1.5493601084020425, 'gamma_24': 0.4045746331373232, 'gamma_25': 0.8268047231669005, 'gamma_26': 1.2461017084897081, 'gamma_27': -2.7470612778789905, 'gamma_28': -1.6248906367738867, 'gamma_29': -2.1561267972517166, 'gamma_30': -2.858210710631522, 'gamma_31': 2.8685846896134484, 'gamma_32': 3.0155375908255313, 'gamma_33': -0.41150308101700883, 'gamma_34': 0.03721352890589785, 'gamma_35': -0.3012078683904955, 'gamma_36': -3.1383510230400504, 'beta_0': -0.6801297401935598, 'beta_1': 3.093605771469022, 'beta_2': -0.5473020221078229, 'beta_3': 1.5484508136134174, 'beta_4': 3.081176830413024, 'beta_5': 0.014560606614547583, 'beta_6': -1.5878718653957178, 'beta_7': 1.8833777068146098, 'beta_8': 1.4322509309266176, 'beta_9': 1.6993181667164028, 'beta_10': -0.23389969529416876, 'beta_11': -0.9678163787502329, 'beta_12': -0.7841300228099065, 'beta_13': -2.9182718697598413, 'beta_14': 2.058460789063686, 'beta_15': -2.7990760510849606, 'beta_16': -1.3979813893703874, 'beta_17': -0.2723872469522455, 'beta_18': -3.029837285650824, 'beta_19': 1.714541210540132, 'beta_20': -2.9234199671518013, 'beta_21': -2.4107617012390694, 'beta_22': 2.2269828547603576, 'beta_23': -1.9980003283309384, 'beta_24': -3.105123910349614, 'beta_25': 3.115234869489486, 'beta_26': 2.8072273326779538, 'beta_27': 1.9922869609411975, 'beta_28': 2.725517005053626, 'beta_29': 1.2996958917232746, 'beta_30': -3.1054106974314246, 'beta_31': 0.09092506398986266, 'beta_32': -0.529146728686112, 'beta_33': 1.3459347502801045, 'beta_34': 0.6410557725439077, 'beta_35': 2.1560983281505495, 'beta_36': 2.659510158690924}. Best is trial 3 with value: -31.708375000000004.
[I 2021-08-05 17:46:31,504] Trial 15 finished with value: -27.807375000000004 and parameters: {'optimizer': 'QN-SPSA', 'reps': 48, 'gamma_0': -1.4108381661975744, 'gamma_1': 3.1211372567052877, 'gamma_2': -1.6255751554849065, 'gamma_3': 2.3530343256110218, 'gamma_4': -0.658842616787937, 'gamma_5': 1.9546088599349452, 'gamma_6': -1.5128742977988616, 'gamma_7': -2.9227383850265243, 'gamma_8': 1.5917651537939177, 'gamma_9': 2.2595271725245287, 'gamma_10': 1.7584975740609323, 'gamma_11': -1.5297013831770883, 'gamma_12': 2.7764781960178846, 'gamma_13': -2.953633472815288, 'gamma_14': 1.6730899678100883, 'gamma_15': -0.5191609886153921, 'gamma_16': -3.0805178862662883, 'gamma_17': -0.1915229287117758, 'gamma_18': -1.511459467033235, 'gamma_19': -1.7695930579330603, 'gamma_20': 1.192842793187845, 'gamma_21': -1.1658042332172336, 'gamma_22': 0.4412507710376505, 'gamma_23': 0.2865950249526643, 'gamma_24': 0.4340768785344882, 'gamma_25': 0.9060759289839124, 'gamma_26': 1.1420386341427213, 'gamma_27': -1.593539456413169, 'gamma_28': -0.9057268378433334, 'gamma_29': -1.1195916191662585, 'gamma_30': 1.4744042982401249, 'gamma_31': 1.653847155983384, 'gamma_32': 2.2461659485487955, 'gamma_33': -1.651808158402541, 'gamma_34': -0.45802420387900317, 'gamma_35': -0.11780365944612248, 'gamma_36': -0.8220772646554173, 'gamma_37': 2.556920403663797, 'gamma_38': 0.5896290542652396, 'gamma_39': -2.9983309988050433, 'gamma_40': -2.5562828526416945, 'gamma_41': 0.7657400219673411, 'gamma_42': 3.0309909235614225, 'gamma_43': 0.08153981890787038, 'gamma_44': -1.436525077151756, 'gamma_45': -2.91996132258374, 'gamma_46': 2.9037564733730727, 'gamma_47': -2.936843636771077, 'beta_0': -1.7827070694695335, 'beta_1': 2.349150625800806, 'beta_2': 0.8111493513790696, 'beta_3': 2.059154683537068, 'beta_4': 3.1102412290573067, 'beta_5': 1.065363298155054, 'beta_6': -2.971917004053254, 'beta_7': 1.9047927989853788, 'beta_8': 1.0183547816772112, 'beta_9': 1.2067529558782368, 'beta_10': 0.9867493690745249, 'beta_11': -0.5597228495576572, 'beta_12': -1.6708750169493025, 'beta_13': -1.9808491614753208, 'beta_14': -3.0967453908957236, 'beta_15': -1.755827272405591, 'beta_16': -1.7232363410532123, 'beta_17': 1.001823953780255, 'beta_18': -3.0296159007288335, 'beta_19': 0.7841393559794937, 'beta_20': -1.78843832574883, 'beta_21': -1.9063421039096589, 'beta_22': 1.076087697839775, 'beta_23': -1.6856016569343204, 'beta_24': -2.0049183839278073, 'beta_25': 1.4914970954289826, 'beta_26': 3.062587276745252, 'beta_27': 0.8619414898659223, 'beta_28': 1.6238662996930322, 'beta_29': 0.6661897146700164, 'beta_30': -1.5793627721926466, 'beta_31': -0.054713776723243346, 'beta_32': -0.1491809771722356, 'beta_33': 0.5434305369851052, 'beta_34': 0.6514346973238272, 'beta_35': 0.9162021330764483, 'beta_36': -0.6970817340300507, 'beta_37': -2.6656339263959015, 'beta_38': 1.189301568487062, 'beta_39': 0.1457398732561878, 'beta_40': -2.5686341601764653, 'beta_41': 2.849565078321211, 'beta_42': 3.0695493328322545, 'beta_43': -0.211934807616538, 'beta_44': 1.310223873391459, 'beta_45': -3.0229640840612957, 'beta_46': -2.9726726403171426, 'beta_47': 2.874915164257076}. Best is trial 3 with value: -31.708375000000004.
[I 2021-08-05 18:02:44,347] Trial 16 finished with value: -31.89199999999999 and parameters: {'optimizer': 'COBYLA', 'reps': 35, 'gamma_0': -2.203489882654436, 'gamma_1': -1.2327285120171054, 'gamma_2': 1.0384779994860154, 'gamma_3': 1.2843473427462309, 'gamma_4': -3.10518252086612, 'gamma_5': -1.039996354159072, 'gamma_6': -1.1817996149220455, 'gamma_7': -1.1213110834927043, 'gamma_8': -0.7033258155944622, 'gamma_9': 3.100187623948931, 'gamma_10': 3.019884095510845, 'gamma_11': -0.12392364081241926, 'gamma_12': 0.11539566426336512, 'gamma_13': -0.9772210960782934, 'gamma_14': 2.5063505706163998, 'gamma_15': -1.3987656119399068, 'gamma_16': 1.6861654090117715, 'gamma_17': -2.139287163403649, 'gamma_18': -1.3587627800224686, 'gamma_19': 0.6334786908790496, 'gamma_20': 3.0194638811861827, 'gamma_21': -0.8026252978815157, 'gamma_22': -0.060450146657258286, 'gamma_23': 0.6294518333596039, 'gamma_24': 0.9806727465059673, 'gamma_25': 0.40278575803956795, 'gamma_26': 1.1673273831706652, 'gamma_27': -1.4854568252025846, 'gamma_28': -0.5715172805854145, 'gamma_29': -0.7669251415157233, 'gamma_30': -3.13275312332271, 'gamma_31': 3.0377765057205037, 'gamma_32': -2.788355517008396, 'gamma_33': 1.2924877681116105, 'gamma_34': -0.29640860759835824, 'beta_0': 3.107464246983241, 'beta_1': 1.1452909660428758, 'beta_2': -1.0709917355961636, 'beta_3': -0.6706169521256564, 'beta_4': 2.036327987796553, 'beta_5': 2.1910051844550984, 'beta_6': -1.4035971587799405, 'beta_7': 2.086130604947611, 'beta_8': 3.121182775456737, 'beta_9': -0.8269981707403167, 'beta_10': -1.4336620926786225, 'beta_11': -2.691482741101659, 'beta_12': 1.0995238522046058, 'beta_13': -2.118699232793345, 'beta_14': -0.18171339559178937, 'beta_15': -1.9648598826584598, 'beta_16': -1.732177041426638, 'beta_17': -0.8173987336697484, 'beta_18': 0.40554936590956714, 'beta_19': 0.5468693459150913, 'beta_20': 3.0995831891444117, 'beta_21': -1.1537434578458698, 'beta_22': 1.1787516693981068, 'beta_23': 1.7523084708077874, 'beta_24': -1.7959396086502086, 'beta_25': 1.7796531390083823, 'beta_26': 0.7916611075132542, 'beta_27': -1.5872487550864836, 'beta_28': 1.3491919747593792, 'beta_29': 2.6164627685809307, 'beta_30': -3.0375221296676664, 'beta_31': -3.046272149840572, 'beta_32': 1.1480635095632394, 'beta_33': 2.273195934897612, 'beta_34': 1.7312844970817187}. Best is trial 16 with value: -31.89199999999999.
[I 2021-08-05 18:21:45,803] Trial 17 finished with value: -32.13975 and parameters: {'optimizer': 'COBYLA', 'reps': 42, 'gamma_0': -3.081831599397766, 'gamma_1': -1.6599230820890527, 'gamma_2': 0.7323677646280143, 'gamma_3': 0.7275935440164066, 'gamma_4': -3.0006554713904916, 'gamma_5': -1.020892582553785, 'gamma_6': -1.1594661276938463, 'gamma_7': -0.3397331377337871, 'gamma_8': -1.122771113315119, 'gamma_9': 1.9173703598911762, 'gamma_10': -0.21795397313782106, 'gamma_11': 0.15149303519537938, 'gamma_12': -0.18970996043660038, 'gamma_13': -2.1662297101704553, 'gamma_14': 2.945625013896622, 'gamma_15': -3.0036512107539686, 'gamma_16': 1.7784790399414216, 'gamma_17': -2.5027192519789447, 'gamma_18': -0.10854945285318435, 'gamma_19': 0.8921009816536905, 'gamma_20': -0.19631937658166604, 'gamma_21': -0.551140968535502, 'gamma_22': -1.1828928194263706, 'gamma_23': -1.2050799664427192, 'gamma_24': 1.4112721087230204, 'gamma_25': -0.27175975268210795, 'gamma_26': -1.6103145593375068, 'gamma_27': -1.1407681472928788, 'gamma_28': 3.0267356684983038, 'gamma_29': -0.3816656240103552, 'gamma_30': -1.693989967329847, 'gamma_31': 1.2463110680149572, 'gamma_32': -3.135412865022101, 'gamma_33': 1.993546423145283, 'gamma_34': -1.4081660493581012, 'gamma_35': 2.412798864943673, 'gamma_36': -1.0286900765134235, 'gamma_37': -1.057723349261148, 'gamma_38': 0.9468270041822415, 'gamma_39': 2.669101527366529, 'gamma_40': 0.1485465823176747, 'gamma_41': -0.9381481297401022, 'beta_0': 3.09006350748821, 'beta_1': 1.0542748443009442, 'beta_2': -1.049896008020049, 'beta_3': -3.047816600375957, 'beta_4': 1.993448749962797, 'beta_5': -1.7782818115001602, 'beta_6': 0.30046869916454066, 'beta_7': 2.990004567628599, 'beta_8': 3.1378766536746854, 'beta_9': -1.4600199014110025, 'beta_10': -1.4438936985664226, 'beta_11': -3.0488552951988543, 'beta_12': 1.205621312061958, 'beta_13': -0.8465361006896446, 'beta_14': -0.6326618935670192, 'beta_15': -1.088838615052729, 'beta_16': 1.0877554311414026, 'beta_17': -3.006607218255192, 'beta_18': 0.46160039534748204, 'beta_19': -0.10332925516422427, 'beta_20': 2.9493619615363658, 'beta_21': -0.9315748634371226, 'beta_22': 0.8114652747620266, 'beta_23': 2.2608972903072444, 'beta_24': -1.5040553582101446, 'beta_25': 1.2460464021113493, 'beta_26': 0.35010055356931075, 'beta_27': -2.4711941077789055, 'beta_28': 1.3964660479622069, 'beta_29': 2.7993858611270124, 'beta_30': -1.6377296515399433, 'beta_31': -3.1353618281873077, 'beta_32': 1.6930649584483621, 'beta_33': 3.066646317001851, 'beta_34': 2.2423135703731067, 'beta_35': -3.067839740470566, 'beta_36': 1.9457271633518278, 'beta_37': -0.8655016423791204, 'beta_38': 0.3165898947941667, 'beta_39': -2.970790451088964, 'beta_40': -1.275325226094756, 'beta_41': -2.962299170339576}. Best is trial 17 with value: -32.13975.
[I 2021-08-05 18:33:46,599] Trial 18 finished with value: -32.064125 and parameters: {'optimizer': 'COBYLA', 'reps': 26, 'gamma_0': -2.9569550923672194, 'gamma_1': -1.7743312706193852, 'gamma_2': 0.649870583536638, 'gamma_3': 0.7309573732487795, 'gamma_4': -2.0560117930449033, 'gamma_5': -1.1151293102657482, 'gamma_6': -3.0613077691831205, 'gamma_7': 0.663949803045023, 'gamma_8': -0.43062443249917515, 'gamma_9': 1.8233929195151164, 'gamma_10': -0.3610971779805111, 'gamma_11': 0.5273355780767326, 'gamma_12': 0.2941769427075987, 'gamma_13': -1.7732092689549146, 'gamma_14': 0.7419651601366384, 'gamma_15': -3.0862978398063303, 'gamma_16': 2.17975163207107, 'gamma_17': -3.050547680885943, 'gamma_18': -0.6629158388199149, 'gamma_19': 1.16530050710813, 'gamma_20': -0.7091394816962925, 'gamma_21': -0.7111402143797434, 'gamma_22': -1.7376028963424273, 'gamma_23': 3.0940187572079747, 'gamma_24': 1.1777724461288255, 'gamma_25': -1.7410864305575515, 'beta_0': 2.984880224743347, 'beta_1': 1.0462071923485554, 'beta_2': -2.6593976886974615, 'beta_3': -0.6622502169836365, 'beta_4': 2.1183126847610922, 'beta_5': -2.9138882429176185, 'beta_6': 0.6688488949241408, 'beta_7': 2.359099071885294, 'beta_8': 3.000660542193726, 'beta_9': -1.6332469859061982, 'beta_10': -1.8187999016522636, 'beta_11': -3.1276676349412544, 'beta_12': 1.279353010273173, 'beta_13': -0.6187496899833707, 'beta_14': -0.41993657485844005, 'beta_15': 0.9120534389405892, 'beta_16': 1.1810528592326104, 'beta_17': -2.7463489548978206, 'beta_18': -0.03356839840817599, 'beta_19': -0.196335640612008, 'beta_20': 2.952249784491801, 'beta_21': -0.8903140511441335, 'beta_22': 0.018950203384754394, 'beta_23': 2.47767064053484, 'beta_24': -1.4392489817446346, 'beta_25': 0.03939881030715697}. Best is trial 17 with value: -32.13975.
[I 2021-08-05 18:43:30,491] Trial 19 finished with value: -29.627125 and parameters: {'optimizer': 'COBYLA', 'reps': 24, 'gamma_0': -2.895453734030261, 'gamma_1': -3.111964985018467, 'gamma_2': 3.016121657656161, 'gamma_3': 0.6270201782785222, 'gamma_4': -2.2194560775525964, 'gamma_5': -1.064491329284467, 'gamma_6': -2.9812659411330538, 'gamma_7': 0.40559005819647825, 'gamma_8': -0.6793537185860606, 'gamma_9': 1.2532247544637858, 'gamma_10': -0.2708380738039144, 'gamma_11': 1.303603353141796, 'gamma_12': 0.5822369642632308, 'gamma_13': -2.063580775970566, 'gamma_14': 0.5064690479345356, 'gamma_15': -2.9274090290556307, 'gamma_16': 2.226022529445742, 'gamma_17': -3.0305250587754493, 'gamma_18': 0.23357184000655534, 'gamma_19': 1.8858318300644434, 'gamma_20': -1.1634318354211537, 'gamma_21': -0.40557244392429925, 'gamma_22': -3.0608580020078904, 'gamma_23': 3.0518204551540253, 'beta_0': 2.535549256472276, 'beta_1': 0.8871930302687534, 'beta_2': -2.3931784912621143, 'beta_3': -2.461826625960953, 'beta_4': 2.026346578771874, 'beta_5': -3.137472659152867, 'beta_6': 0.7080979864083803, 'beta_7': 2.4995136546905368, 'beta_8': 2.9713339180497655, 'beta_9': -2.9949953630166988, 'beta_10': -1.748883676984442, 'beta_11': -2.4614526439452318, 'beta_12': 1.4080396182684753, 'beta_13': -0.5938032065003552, 'beta_14': -0.6736040617809401, 'beta_15': 0.9192182533601948, 'beta_16': 1.3599084267149784, 'beta_17': -2.9348611116087455, 'beta_18': -0.6652624900327384, 'beta_19': -0.7728859717400239, 'beta_20': 3.0914670361152856, 'beta_21': -0.7303714873117277, 'beta_22': -0.4629086298330094, 'beta_23': 1.2860837291413638}. Best is trial 17 with value: -32.13975.
[I 2021-08-05 18:54:45,811] Trial 20 finished with value: -25.956375000000005 and parameters: {'optimizer': 'SPSA', 'reps': 10, 'gamma_0': -0.69447520926215, 'gamma_1': -1.9187358843671896, 'gamma_2': 0.7614922958612628, 'gamma_3': -0.5291254841421167, 'gamma_4': -1.8673262859862758, 'gamma_5': -2.1766373233410348, 'gamma_6': -2.966133140081397, 'gamma_7': 1.5625837296393494, 'gamma_8': -1.3796331987579926, 'gamma_9': -0.285711136397447, 'beta_0': 1.0826421308778815, 'beta_1': -0.7187069880802043, 'beta_2': -3.113655136810026, 'beta_3': -0.5830501225157703, 'beta_4': 2.2767328242878997, 'beta_5': -2.5257547753020333, 'beta_6': 1.7481381139027166, 'beta_7': 0.8510030292380493, 'beta_8': 2.4822513667509387, 'beta_9': -1.7343326441622064}. Best is trial 17 with value: -32.13975.
[I 2021-08-05 19:07:43,968] Trial 21 finished with value: -31.488875000000004 and parameters: {'optimizer': 'COBYLA', 'reps': 28, 'gamma_0': -3.1317303289922163, 'gamma_1': -1.40054507352106, 'gamma_2': 0.9299034953310209, 'gamma_3': 0.8627733534647232, 'gamma_4': -3.0484653639407036, 'gamma_5': -0.8637835412026236, 'gamma_6': -1.4250834101358922, 'gamma_7': -0.23245317782589336, 'gamma_8': -0.5146362778765078, 'gamma_9': 1.8824636268731623, 'gamma_10': -0.39334180272384983, 'gamma_11': -0.11361147129305914, 'gamma_12': -0.39199912248271446, 'gamma_13': -1.098150268522705, 'gamma_14': 2.301484420246024, 'gamma_15': -1.8926907394243753, 'gamma_16': 1.4656774719356185, 'gamma_17': -2.2620721586487154, 'gamma_18': -0.9745276641891791, 'gamma_19': 0.934345438752905, 'gamma_20': -1.0893122580873373, 'gamma_21': -0.6904463788826077, 'gamma_22': -1.3444569028700615, 'gamma_23': -2.169166726949552, 'gamma_24': 1.2879084980542326, 'gamma_25': -1.8962732347636053, 'gamma_26': -2.0008281700591546, 'gamma_27': 3.101674318560551, 'beta_0': 3.0591705079360842, 'beta_1': 1.0097209069951316, 'beta_2': -1.002483974607332, 'beta_3': -0.7453732396262969, 'beta_4': 1.3792482871869396, 'beta_5': -1.9384402296013128, 'beta_6': 0.07002387992999592, 'beta_7': 2.2441188618047327, 'beta_8': 2.99287064886791, 'beta_9': -1.2016360481561914, 'beta_10': -2.047667361560447, 'beta_11': -3.0641968154684114, 'beta_12': 1.1967468962342824, 'beta_13': -0.8797699736110471, 'beta_14': -0.04996007288687759, 'beta_15': -0.9159405732449, 'beta_16': 1.0615362504578496, 'beta_17': -2.686383767228087, 'beta_18': 0.2267025942759246, 'beta_19': 0.16489753547388253, 'beta_20': 2.938971389314789, 'beta_21': -0.8574947579140942, 'beta_22': 0.7149578728061146, 'beta_23': 2.9855863326598246, 'beta_24': -1.301204693444218, 'beta_25': -0.3202787087818666, 'beta_26': -0.40826595885566647, 'beta_27': -2.5443339045960434}. Best is trial 17 with value: -32.13975.
[I 2021-08-05 19:25:15,341] Trial 22 finished with value: -31.63825 and parameters: {'optimizer': 'COBYLA', 'reps': 39, 'gamma_0': -2.320513121125403, 'gamma_1': -2.121508147573327, 'gamma_2': 2.0121162976754734, 'gamma_3': 0.9220092074985897, 'gamma_4': -3.047370481456087, 'gamma_5': -0.8312461674252545, 'gamma_6': -1.5946578947297048, 'gamma_7': -0.11878552999548675, 'gamma_8': -1.1409822505136769, 'gamma_9': 3.0535614747573137, 'gamma_10': 0.1812311655732961, 'gamma_11': -0.34438431600673597, 'gamma_12': 0.19706627119577363, 'gamma_13': -2.4564880324370435, 'gamma_14': 0.6942263879466506, 'gamma_15': -2.9730228305720927, 'gamma_16': 2.0260485309695477, 'gamma_17': -3.1184421720161755, 'gamma_18': -0.743734986039871, 'gamma_19': 1.2472342456034942, 'gamma_20': -0.07060713248471996, 'gamma_21': 0.07602128769228944, 'gamma_22': -1.3312022934710963, 'gamma_23': 0.3386551853237365, 'gamma_24': 1.3344869463087758, 'gamma_25': -0.5495257886005467, 'gamma_26': -1.6264557548135892, 'gamma_27': -0.8313564879957739, 'gamma_28': 3.0937230272481426, 'gamma_29': -0.3639754985978757, 'gamma_30': -2.1165410505176796, 'gamma_31': -0.45100995003463035, 'gamma_32': -3.1283529217370787, 'gamma_33': 2.0080185958906096, 'gamma_34': 1.101541524998967, 'gamma_35': 1.1887647056008086, 'gamma_36': -0.5708968199866217, 'gamma_37': -2.7074606138587276, 'gamma_38': -0.0554941630546682, 'beta_0': 2.4597220342230166, 'beta_1': 2.2672049087395365, 'beta_2': -2.2810033806869168, 'beta_3': -1.3507852023825966, 'beta_4': 2.6959160102317323, 'beta_5': -1.6068755254656444, 'beta_6': 0.06471937247173334, 'beta_7': 3.061603949550419, 'beta_8': 2.7726028353324677, 'beta_9': -2.7145921878737407, 'beta_10': -1.0174178304993826, 'beta_11': -2.3189467687127414, 'beta_12': 0.43920961377191314, 'beta_13': -0.3130791881478746, 'beta_14': -0.27144758702909283, 'beta_15': 3.0856777456077187, 'beta_16': 2.451696180540604, 'beta_17': -1.8637384633790803, 'beta_18': 0.23705735779339632, 'beta_19': 0.14388713998420236, 'beta_20': 2.074271904878392, 'beta_21': -0.9057859666113668, 'beta_22': 0.5846072595016142, 'beta_23': 1.6545298299906488, 'beta_24': -1.3528611712922443, 'beta_25': 0.613515932988561, 'beta_26': 0.18068235237648433, 'beta_27': -1.9232201081904998, 'beta_28': 0.5064541820151753, 'beta_29': 3.0987273100928503, 'beta_30': -1.3287659850364466, 'beta_31': -3.043785482787039, 'beta_32': 1.3161070929402707, 'beta_33': 3.119089998112245, 'beta_34': 3.113305129577749, 'beta_35': -3.1230773597971346, 'beta_36': 2.170007872242953, 'beta_37': -0.40725044531221055, 'beta_38': -0.6153649195582233}. Best is trial 17 with value: -32.13975.
[I 2021-08-05 19:39:51,515] Trial 23 finished with value: -30.903125000000003 and parameters: {'optimizer': 'COBYLA', 'reps': 32, 'gamma_0': -3.0834254592937524, 'gamma_1': -1.3003334004800793, 'gamma_2': 0.04064522871560505, 'gamma_3': -0.19767272884433162, 'gamma_4': -2.6240039067946856, 'gamma_5': -1.358091508620606, 'gamma_6': 0.26593761159855034, 'gamma_7': 1.9867977354225344, 'gamma_8': -0.041142318583997195, 'gamma_9': 2.428782666264399, 'gamma_10': -0.7457268016911383, 'gamma_11': 1.032768398219914, 'gamma_12': -0.8136839105674056, 'gamma_13': -1.5818692099665252, 'gamma_14': 2.2364111384079193, 'gamma_15': -1.9466028109626157, 'gamma_16': 2.246560170037421, 'gamma_17': -2.398110313064971, 'gamma_18': 1.4935781208286278, 'gamma_19': 0.21254673917304845, 'gamma_20': -1.4324598532099402, 'gamma_21': -1.079732427508409, 'gamma_22': -2.1072657900054232, 'gamma_23': 3.0432631166695026, 'gamma_24': -0.7766963170016391, 'gamma_25': -2.8545029184259443, 'gamma_26': -1.44807603421865, 'gamma_27': -1.041104062644181, 'gamma_28': -0.09224279012901382, 'gamma_29': -0.39170011499745805, 'gamma_30': -2.1265796841550486, 'gamma_31': 0.9196323829280841, 'beta_0': 3.097430141722005, 'beta_1': 0.998363428054956, 'beta_2': 0.5184236083733114, 'beta_3': -0.3963651090004512, 'beta_4': 2.3892156417129713, 'beta_5': -2.492369517824005, 'beta_6': 1.397523405866409, 'beta_7': 1.1672370816000477, 'beta_8': 2.0746241197169852, 'beta_9': -1.2260045891173026, 'beta_10': -2.320646810084134, 'beta_11': -3.085799249343452, 'beta_12': 1.6509338651911027, 'beta_13': -1.5585351865844483, 'beta_14': -1.1295368581328524, 'beta_15': 0.8375007480488459, 'beta_16': 0.5216371338268422, 'beta_17': -3.111014468618461, 'beta_18': -0.5583429569373631, 'beta_19': -0.6796159900063294, 'beta_20': 2.0349662683299217, 'beta_21': -1.363041840261506, 'beta_22': -0.19087334306086134, 'beta_23': 1.1628109117736842, 'beta_24': -1.1905439234774233, 'beta_25': -0.33578684426929817, 'beta_26': -1.3744317821404042, 'beta_27': -2.0287359901189777, 'beta_28': 0.7982648028776842, 'beta_29': 2.424039776128261, 'beta_30': -0.4002347530740642, 'beta_31': -3.122982751815382}. Best is trial 17 with value: -32.13975.
[I 2021-08-05 19:49:53,144] Trial 24 finished with value: -30.432999999999996 and parameters: {'optimizer': 'COBYLA', 'reps': 23, 'gamma_0': -2.067019460713925, 'gamma_1': -2.7290300611716782, 'gamma_2': 0.9254326463992543, 'gamma_3': 0.9105177598967371, 'gamma_4': -1.9394555729241094, 'gamma_5': -2.74622735385178, 'gamma_6': -1.106796618656527, 'gamma_7': 0.7070236030238257, 'gamma_8': -2.0330616800990846, 'gamma_9': 1.6408832290596167, 'gamma_10': 0.7016819277624724, 'gamma_11': -0.7256599625121972, 'gamma_12': 0.31254867198700403, 'gamma_13': -0.6210546592314898, 'gamma_14': 3.136424327811456, 'gamma_15': -0.9754106739063473, 'gamma_16': 3.1132726975428544, 'gamma_17': -0.4047132554365554, 'gamma_18': -1.6793083703170677, 'gamma_19': 1.8098637819859125, 'gamma_20': 0.41918178039097315, 'gamma_21': -3.0670609553505015, 'gamma_22': -0.6131585566709863, 'beta_0': 2.4600894107849056, 'beta_1': 2.3670327225247934, 'beta_2': -1.0235183223142057, 'beta_3': -0.1310034640360347, 'beta_4': 0.37315045440128003, 'beta_5': -0.837307131051784, 'beta_6': 0.4368938802454919, 'beta_7': 2.370680069216291, 'beta_8': 3.0126683419194222, 'beta_9': -0.9946806818256294, 'beta_10': -1.1300722682040902, 'beta_11': -2.308448388674048, 'beta_12': 0.544481773556584, 'beta_13': -1.2815020239519672, 'beta_14': 0.4202220758176541, 'beta_15': -1.2123414629767282, 'beta_16': 2.0671624226124536, 'beta_17': -1.1074653935322973, 'beta_18': 1.0547363486562005, 'beta_19': 0.5853127244573132, 'beta_20': 2.1921289502612873, 'beta_21': -0.003396956217959546, 'beta_22': 1.163729783329655}. Best is trial 17 with value: -32.13975.
[I 2021-08-05 20:05:05,048] Trial 25 finished with value: -31.654125 and parameters: {'optimizer': 'COBYLA', 'reps': 33, 'gamma_0': -2.601540317135683, 'gamma_1': -1.6611693994029892, 'gamma_2': 2.069388586416059, 'gamma_3': 2.275515104234934, 'gamma_4': -0.3641410746318028, 'gamma_5': -0.5717930448285274, 'gamma_6': -1.8982237401490318, 'gamma_7': -0.585213110354539, 'gamma_8': -0.04812003691745015, 'gamma_9': 0.6402593490398729, 'gamma_10': -0.8323116171644589, 'gamma_11': 0.507552012141557, 'gamma_12': -1.8958964791562165, 'gamma_13': -1.6719500993505814, 'gamma_14': -0.6208009164034403, 'gamma_15': -2.8899360428287775, 'gamma_16': 1.5911472491977556, 'gamma_17': -0.8357145100280763, 'gamma_18': -0.41580884059590645, 'gamma_19': 0.937387814836947, 'gamma_20': -0.3992627602902656, 'gamma_21': 0.45325779545317446, 'gamma_22': -2.1695889356648554, 'gamma_23': -0.27102084199167364, 'gamma_24': 1.6768841478420955, 'gamma_25': -1.9937173410783333, 'gamma_26': 2.2417677535361435, 'gamma_27': -1.8739631452379841, 'gamma_28': 3.025737450414907, 'gamma_29': 0.6828767560696752, 'gamma_30': -3.1380264253541785, 'gamma_31': -1.550221029431924, 'gamma_32': -2.9561800904192186, 'beta_0': 3.1232293461192095, 'beta_1': 0.5840756145454353, 'beta_2': 3.062573851649473, 'beta_3': -1.2173962008657353, 'beta_4': 1.7480258242539186, 'beta_5': -2.5191505213250256, 'beta_6': -1.0718009277239482, 'beta_7': 1.5505023113360714, 'beta_8': 1.7437319649791092, 'beta_9': -2.1041323116331756, 'beta_10': -2.4584757764309266, 'beta_11': -2.6049929970630714, 'beta_12': 1.9375325417138805, 'beta_13': -2.50456516171189, 'beta_14': -1.2626250993655668, 'beta_15': 0.7458810577233886, 'beta_16': 0.3140283996252769, 'beta_17': -2.321995428707982, 'beta_18': 2.0467727268298086, 'beta_19': -0.3987105739298198, 'beta_20': 3.1347197765155754, 'beta_21': -0.24785935614195054, 'beta_22': -0.8924651734661135, 'beta_23': 2.86177377304304, 'beta_24': 0.7753984190887235, 'beta_25': 0.8389203683159836, 'beta_26': 2.2022302056350247, 'beta_27': -3.131088845556026, 'beta_28': 1.3311728965480796, 'beta_29': 2.2600498453327056, 'beta_30': -2.05880538426996, 'beta_31': -2.218940624224838, 'beta_32': 0.9840552193839485}. Best is trial 17 with value: -32.13975.
[I 2021-08-05 21:12:46,680] Trial 26 finished with value: -28.672624999999996 and parameters: {'optimizer': 'QN-SPSA', 'reps': 41, 'gamma_0': -2.025269156239759, 'gamma_1': -0.8302538938396724, 'gamma_2': -0.07542226526231866, 'gamma_3': 0.2660209824343509, 'gamma_4': -3.1237073734039718, 'gamma_5': -1.4004731717635646, 'gamma_6': -0.290995049381112, 'gamma_7': 0.3064007235926357, 'gamma_8': -1.1200310568926237, 'gamma_9': -2.929048005166452, 'gamma_10': 0.6718138748204416, 'gamma_11': 1.3586235120605565, 'gamma_12': -0.33963432336869576, 'gamma_13': -2.6802744863335497, 'gamma_14': 1.1096247640893597, 'gamma_15': -2.4268273215234726, 'gamma_16': 0.8197010739487347, 'gamma_17': 0.5600451063516182, 'gamma_18': 1.0917295247175818, 'gamma_19': 2.822148728028063, 'gamma_20': -1.558710447029969, 'gamma_21': -1.4108916903524422, 'gamma_22': -0.6719014657910161, 'gamma_23': -1.9855215784914444, 'gamma_24': 2.991658831447423, 'gamma_25': 0.03593871867379683, 'gamma_26': 0.02147828672123659, 'gamma_27': -0.5449139324175762, 'gamma_28': -2.3825757935544813, 'gamma_29': -1.0402694975898459, 'gamma_30': -1.284688098306627, 'gamma_31': 2.070615173671694, 'gamma_32': -1.7638365250271058, 'gamma_33': 1.1553839772710437, 'gamma_34': -1.0454798157080762, 'gamma_35': -2.5520006715873693, 'gamma_36': 1.2908502111348328, 'gamma_37': -1.7086160499958034, 'gamma_38': 0.3914350178845993, 'gamma_39': 3.040824885093352, 'gamma_40': 2.1769057166629957, 'beta_0': 1.0413740413521344, 'beta_1': -0.3498042744082819, 'beta_2': -1.173369817731752, 'beta_3': -2.344094964218045, 'beta_4': 1.4434649259110963, 'beta_5': -1.2579719686692923, 'beta_6': -2.283360027644348, 'beta_7': 2.4675515313156167, 'beta_8': 0.8245402215988797, 'beta_9': -2.483834495722445, 'beta_10': -0.8497585698110713, 'beta_11': -1.8620003804696357, 'beta_12': 0.6331716248911656, 'beta_13': 0.0597673463634818, 'beta_14': -0.33153474174707237, 'beta_15': -1.3550820949271625, 'beta_16': -0.4988685419532215, 'beta_17': -1.2566016081779792, 'beta_18': 0.5674768773338765, 'beta_19': 0.8485351532965097, 'beta_20': 2.513707660725858, 'beta_21': -1.4640340716756848, 'beta_22': 1.4770024639174866, 'beta_23': 2.056837036950557, 'beta_24': -1.7447690075494502, 'beta_25': 2.012187565005915, 'beta_26': 0.8155315230888757, 'beta_27': -1.400972424139736, 'beta_28': -0.12003567953598449, 'beta_29': -0.6383237768326094, 'beta_30': 0.4390703982642685, 'beta_31': -2.4960229618461747, 'beta_32': 1.1370417658012744, 'beta_33': 2.5524871796843964, 'beta_34': 1.841248287796114, 'beta_35': -2.191738275366891, 'beta_36': 1.3188877271052581, 'beta_37': -0.45462538977406364, 'beta_38': 2.42639574720378, 'beta_39': -3.0880198356715693, 'beta_40': -0.5330003864807948}. Best is trial 17 with value: -32.13975.
[I 2021-08-05 21:25:14,029] Trial 27 finished with value: -31.411249999999995 and parameters: {'optimizer': 'COBYLA', 'reps': 27, 'gamma_0': -2.994059136184503, 'gamma_1': -2.823494693938975, 'gamma_2': 1.5517650423868063, 'gamma_3': 1.2457114931652313, 'gamma_4': -2.569051252764383, 'gamma_5': -0.481906718900018, 'gamma_6': 0.9165478430362839, 'gamma_7': -1.069864731592259, 'gamma_8': 1.1197231854192853, 'gamma_9': 2.739359216266366, 'gamma_10': -0.07827817943172295, 'gamma_11': 2.0668669164156035, 'gamma_12': 2.0349524228474936, 'gamma_13': -0.7215694065537088, 'gamma_14': 2.218908309181259, 'gamma_15': -1.4554736113673707, 'gamma_16': 2.6094672448661362, 'gamma_17': -2.5202652766403775, 'gamma_18': -1.4199724993789762, 'gamma_19': 1.7965463239101682, 'gamma_20': -0.6286032242942908, 'gamma_21': -0.45301685903870803, 'gamma_22': -2.988827125920821, 'gamma_23': 0.9250445821451786, 'gamma_24': 1.01917014729344, 'gamma_25': 1.5459229726721015, 'gamma_26': -2.734422796533048, 'beta_0': 2.097782124966768, 'beta_1': 1.0684092859570624, 'beta_2': -2.020425854843827, 'beta_3': -1.673820827494045, 'beta_4': 2.45347278923936, 'beta_5': -3.106046394693678, 'beta_6': -0.15255746428449268, 'beta_7': 0.7050223248969516, 'beta_8': 3.1193319451808077, 'beta_9': -0.8460667054795755, 'beta_10': -2.2833138975086618, 'beta_11': -3.101764006676853, 'beta_12': -0.410032669348527, 'beta_13': -1.0894003995822237, 'beta_14': 0.3044439206314009, 'beta_15': 0.3135922300832683, 'beta_16': 0.7642688409709553, 'beta_17': -0.7204409161158831, 'beta_18': -0.5146804952192825, 'beta_19': -1.1117330796846365, 'beta_20': 1.5675667546182346, 'beta_21': -2.954311801546038, 'beta_22': 0.22555501923210516, 'beta_23': 0.5660922921498692, 'beta_24': -0.830479244591461, 'beta_25': 0.41248831596773483, 'beta_26': -0.8799596478477281}. Best is trial 17 with value: -32.13975.
[I 2021-08-05 21:44:27,074] Trial 28 finished with value: -31.08662500000001 and parameters: {'optimizer': 'COBYLA', 'reps': 43, 'gamma_0': -0.8941657915613921, 'gamma_1': -2.370343152116664, 'gamma_2': 0.4822675366721239, 'gamma_3': -0.23646514527244822, 'gamma_4': -1.714538982001634, 'gamma_5': -2.5388625196109427, 'gamma_6': -3.026291290760801, 'gamma_7': 1.186046089415322, 'gamma_8': -0.46846933842394206, 'gamma_9': 1.8415754366223283, 'gamma_10': -0.6668378089558231, 'gamma_11': 0.36123694044630295, 'gamma_12': 0.8350556337406925, 'gamma_13': 1.0182966258913568, 'gamma_14': -1.335519529286072, 'gamma_15': -2.3232372556768133, 'gamma_16': 1.7868162050820822, 'gamma_17': -1.9440210552615547, 'gamma_18': -1.958529381086445, 'gamma_19': -0.020212873900831818, 'gamma_20': 0.030140142541058845, 'gamma_21': -2.1917506344458317, 'gamma_22': 1.0957203488907106, 'gamma_23': 2.5548510216654075, 'gamma_24': -0.31189393885849365, 'gamma_25': -1.7443135036108692, 'gamma_26': -0.9127166940763396, 'gamma_27': 2.1762508857860157, 'gamma_28': -0.15647869258577218, 'gamma_29': 0.19463956563660134, 'gamma_30': -2.363665739649219, 'gamma_31': 0.3379951063635319, 'gamma_32': -1.9728080721736834, 'gamma_33': 2.8659307441481534, 'gamma_34': 0.8788179802240703, 'gamma_35': 1.0157193963178948, 'gamma_36': -1.7174181739052066, 'gamma_37': 1.6057155784107142, 'gamma_38': -1.2199831929121556, 'gamma_39': 3.0587738887245566, 'gamma_40': 0.1481855038166656, 'gamma_41': -2.1424623863372627, 'gamma_42': 2.4038628370917943, 'beta_0': -0.19628982326784916, 'beta_1': 1.8682034688445406, 'beta_2': -2.7723005834861523, 'beta_3': -2.7100201761514313, 'beta_4': 1.9791874328936783, 'beta_5': -2.0690567198381857, 'beta_6': 1.3146470795052971, 'beta_7': 3.1313164615542957, 'beta_8': 2.4640308749612174, 'beta_9': -1.8969681827452622, 'beta_10': -1.3987459723845297, 'beta_11': -2.0089633286553967, 'beta_12': 1.0568033555660374, 'beta_13': -2.324954123514678, 'beta_14': -0.8111640182496693, 'beta_15': -2.2688889682823543, 'beta_16': 1.7913112322361495, 'beta_17': -2.3593375818133273, 'beta_18': -1.6373009235327038, 'beta_19': -0.1292141901012876, 'beta_20': 1.5991542895748057, 'beta_21': 0.6155765931421548, 'beta_22': 3.1223231625639185, 'beta_23': 3.100379281887284, 'beta_24': 0.6205211168919447, 'beta_25': -0.739581034944944, 'beta_26': 1.9375064185294517, 'beta_27': -2.5647933910057605, 'beta_28': 2.237425798641736, 'beta_29': 2.0009206308239516, 'beta_30': -2.161190375991212, 'beta_31': -1.4131859299920266, 'beta_32': -1.2265160616718351, 'beta_33': -1.1733183273315078, 'beta_34': -1.0493745505060805, 'beta_35': -3.0433378895576677, 'beta_36': 1.236860026446808, 'beta_37': 1.2419279707565207, 'beta_38': -0.30874582350542495, 'beta_39': -2.192269793414876, 'beta_40': -1.6764946906607574, 'beta_41': -2.9750760065949886, 'beta_42': 2.221343637846107}. Best is trial 17 with value: -32.13975.
[I 2021-08-05 22:00:38,139] Trial 29 finished with value: -30.519874999999995 and parameters: {'optimizer': 'COBYLA', 'reps': 37, 'gamma_0': -2.526176013106176, 'gamma_1': -0.7139139212458804, 'gamma_2': -0.257551879977699, 'gamma_3': 2.208324754794161, 'gamma_4': -0.7595890137826444, 'gamma_5': -1.5373380688120797, 'gamma_6': -1.0746933651075252, 'gamma_7': -0.22470668779937464, 'gamma_8': -2.2374734688498785, 'gamma_9': 1.3219455784938738, 'gamma_10': -2.7933241122657444, 'gamma_11': -0.64830483665873, 'gamma_12': -0.9658892591685879, 'gamma_13': -1.4702814392849264, 'gamma_14': 0.025171669969642707, 'gamma_15': -3.0399499207228997, 'gamma_16': 0.3636519416773749, 'gamma_17': -2.7446526899410264, 'gamma_18': -0.8734861782674993, 'gamma_19': 1.2758413975825698, 'gamma_20': 0.569743654744447, 'gamma_21': -0.6416697432737579, 'gamma_22': -0.8728886043667144, 'gamma_23': -0.4552706557813635, 'gamma_24': 3.100550758087574, 'gamma_25': -0.3636142595193398, 'gamma_26': 1.822541067549792, 'gamma_27': -1.290494188126996, 'gamma_28': 2.2310908755457417, 'gamma_29': -1.3972149128982654, 'gamma_30': 0.47262258070831686, 'gamma_31': 2.2581545687690316, 'gamma_32': -1.99165572692068, 'gamma_33': 0.941960794778213, 'gamma_34': -1.379937320933718, 'gamma_35': -1.4017947477476662, 'gamma_36': 1.0197393834792547, 'beta_0': 1.5608464612054145, 'beta_1': -1.3482472014014026, 'beta_2': -2.0059907623977624, 'beta_3': 0.4997195913819924, 'beta_4': 1.10666910146572, 'beta_5': -1.4554355785531214, 'beta_6': 2.400487193482135, 'beta_7': 2.0212517100323906, 'beta_8': -2.9790149892715334, 'beta_9': -1.4245731897154563, 'beta_10': -0.09404395169465873, 'beta_11': -2.7850766805799694, 'beta_12': 1.9248147336219739, 'beta_13': -0.19959607630054543, 'beta_14': -2.483013078179551, 'beta_15': -0.4584197902037124, 'beta_16': 1.9611605335682598, 'beta_17': -1.8861966225943998, 'beta_18': 1.933317719134483, 'beta_19': 0.33663872306939463, 'beta_20': 2.7286855666148404, 'beta_21': -1.40130495679708, 'beta_22': 0.22833368579572286, 'beta_23': 2.324383136099481, 'beta_24': -2.399211593011308, 'beta_25': 1.395810046111335, 'beta_26': 0.4797342224845768, 'beta_27': -1.1928538329783251, 'beta_28': 0.920346774770298, 'beta_29': -3.0476677949802125, 'beta_30': 3.1201067739345336, 'beta_31': -3.100420137484031, 'beta_32': 2.0191667138480476, 'beta_33': -2.805323484498767, 'beta_34': 1.4368777209696884, 'beta_35': -0.6369571433961885, 'beta_36': 1.0453459001277594}. Best is trial 17 with value: -32.13975.
[I 2021-08-05 22:09:58,840] Trial 30 finished with value: -31.477 and parameters: {'optimizer': 'COBYLA', 'reps': 21, 'gamma_0': 0.37378564004337234, 'gamma_1': -1.4288764659330615, 'gamma_2': 1.066384846073199, 'gamma_3': -0.8492958654991645, 'gamma_4': -2.0704367486885644, 'gamma_5': 0.14452496608272813, 'gamma_6': -2.627371998641709, 'gamma_7': -2.182371729446449, 'gamma_8': 0.7451980596801857, 'gamma_9': -1.8035601358009596, 'gamma_10': 1.1244254120721988, 'gamma_11': 1.8285733911957605, 'gamma_12': -0.04138362023981227, 'gamma_13': -2.4386771126684987, 'gamma_14': 0.8326109248076086, 'gamma_15': -1.231772231477267, 'gamma_16': 1.1392752547573268, 'gamma_17': -0.7686749874674921, 'gamma_18': -0.27970844741937095, 'gamma_19': 0.5281497136648434, 'gamma_20': -2.0294570427621457, 'beta_0': 2.681647502417883, 'beta_1': 0.09521580703378463, 'beta_2': 0.06046967021680796, 'beta_3': 0.011843414131915253, 'beta_4': 0.2252285617052105, 'beta_5': -0.5459044994611442, 'beta_6': -1.0738728016157957, 'beta_7': 1.424559714181708, 'beta_8': 1.8396597803974581, 'beta_9': -0.028019124958730268, 'beta_10': -0.4734059289171525, 'beta_11': -0.08777671649831328, 'beta_12': 0.18999991646822512, 'beta_13': -1.5559555420695381, 'beta_14': -1.3594935695335293, 'beta_15': 1.3552655234958317, 'beta_16': 0.03428670101807616, 'beta_17': -3.0805113843264027, 'beta_18': -2.1135698004284538, 'beta_19': 2.73305942561414, 'beta_20': 3.1409154170719313}. Best is trial 17 with value: -32.13975.
[I 2021-08-05 22:29:53,514] Trial 31 finished with value: -31.077125000000006 and parameters: {'optimizer': 'COBYLA', 'reps': 46, 'gamma_0': -2.261441615542489, 'gamma_1': -0.36699211015527455, 'gamma_2': 1.4384530156786028, 'gamma_3': 1.9651552957443057, 'gamma_4': -3.136139998446952, 'gamma_5': 0.46910458155623314, 'gamma_6': -0.8977615874373313, 'gamma_7': -1.2524247823192756, 'gamma_8': -1.8394697226219132, 'gamma_9': 2.4654399682726833, 'gamma_10': 2.975874953369093, 'gamma_11': -2.4089717879498984, 'gamma_12': -2.034124368927878, 'gamma_13': -2.0674276107194016, 'gamma_14': 2.7184798460525577, 'gamma_15': 0.71493395266597, 'gamma_16': 0.9448543714551936, 'gamma_17': -2.0131781816786223, 'gamma_18': 0.6073347840058871, 'gamma_19': -0.23811039271200643, 'gamma_20': 1.66668710228783, 'gamma_21': 1.5746960972266035, 'gamma_22': 0.13710536487861544, 'gamma_23': -1.1836009315851033, 'gamma_24': 1.8584623944350525, 'gamma_25': 0.1809537153728708, 'gamma_26': 0.119062740116396, 'gamma_27': -2.1265114214432104, 'gamma_28': 0.7531863927713045, 'gamma_29': 3.112480151807081, 'gamma_30': -0.4338631377955204, 'gamma_31': 1.7792574360363298, 'gamma_32': 1.3921983618181653, 'gamma_33': 0.7584591945038288, 'gamma_34': -3.128826986920736, 'gamma_35': 2.8890578111074814, 'gamma_36': -2.043093086429908, 'gamma_37': -0.694911179217452, 'gamma_38': 1.789486389493188, 'gamma_39': 0.7412943058744426, 'gamma_40': -0.8187282956328378, 'gamma_41': -0.39195193614162305, 'gamma_42': -3.1398184505501034, 'gamma_43': 0.1851430104511323, 'gamma_44': 2.669425247347214, 'gamma_45': 3.086478107962421, 'beta_0': 2.834667777986974, 'beta_1': 1.3211821362460336, 'beta_2': -0.7209315023516737, 'beta_3': -3.0280645644625803, 'beta_4': -0.7226076286402743, 'beta_5': 0.11590215082037636, 'beta_6': -0.5504531700766412, 'beta_7': 2.6954683010461844, 'beta_8': 2.5854517707620217, 'beta_9': 0.28772100958426533, 'beta_10': 0.1606234367531999, 'beta_11': -1.2208965276040205, 'beta_12': 2.9440170033807194, 'beta_13': -2.2375135075059998, 'beta_14': 1.5221452562185827, 'beta_15': -2.0536428841947787, 'beta_16': -2.138464440227914, 'beta_17': 1.8548912320841182, 'beta_18': 1.2801213525197161, 'beta_19': 1.3629199844620623, 'beta_20': -1.7349348281238073, 'beta_21': 3.091607550674671, 'beta_22': 1.6272270757823684, 'beta_23': 1.7599548282427488, 'beta_24': -2.201215762421409, 'beta_25': 2.1874098565024243, 'beta_26': 0.9858611727737273, 'beta_27': -0.5364096051184064, 'beta_28': 1.8322608118765027, 'beta_29': 0.13469557157047796, 'beta_30': -2.4539437187218347, 'beta_31': 1.2701272510711714, 'beta_32': 2.887440847137209, 'beta_33': 2.2645188860571306, 'beta_34': 2.76991867782955, 'beta_35': 0.8689361984409129, 'beta_36': -1.767629239906026, 'beta_37': -1.7809426843605396, 'beta_38': 0.8110803053629915, 'beta_39': 1.5470833591897377, 'beta_40': -0.9564927929930577, 'beta_41': 0.44666548310518206, 'beta_42': -3.099041202294329, 'beta_43': -3.007130365290708, 'beta_44': -3.096886903449515, 'beta_45': 2.9804999986341802}. Best is trial 17 with value: -32.13975.
[I 2021-08-05 22:51:34,390] Trial 32 finished with value: -30.558750000000003 and parameters: {'optimizer': 'COBYLA', 'reps': 50, 'gamma_0': -1.752911246028068, 'gamma_1': 0.36497250171754025, 'gamma_2': 1.7728370203977057, 'gamma_3': 1.1925611805957486, 'gamma_4': -2.7323439011629422, 'gamma_5': -0.39153649900058063, 'gamma_6': -1.8696414195279094, 'gamma_7': -1.232846820050195, 'gamma_8': -1.018938427526426, 'gamma_9': 2.227860211652179, 'gamma_10': 1.575610222601529, 'gamma_11': 0.22315834106609228, 'gamma_12': -0.81488758878095, 'gamma_13': -1.9655199218214785, 'gamma_14': 3.000609764373468, 'gamma_15': 0.28765860520556646, 'gamma_16': 2.476807116704194, 'gamma_17': -1.9258632491055279, 'gamma_18': -1.193965816684762, 'gamma_19': -1.9799253124316916, 'gamma_20': 0.1542038212263862, 'gamma_21': 0.9334687961273428, 'gamma_22': -0.18775940261932067, 'gamma_23': -1.8123867198094459, 'gamma_24': 0.9708412138391775, 'gamma_25': 0.3124495391083821, 'gamma_26': 0.8018532224472665, 'gamma_27': -2.215550056739541, 'gamma_28': 2.114103059134541, 'gamma_29': 2.034270540286743, 'gamma_30': -0.929387918222531, 'gamma_31': 1.2223736413910342, 'gamma_32': 1.0725438309382223, 'gamma_33': 2.586661197491966, 'gamma_34': -2.3586616509245113, 'gamma_35': 2.9101165390983548, 'gamma_36': -2.1074809772864844, 'gamma_37': -1.563762246567318, 'gamma_38': 2.0831864225676577, 'gamma_39': -1.3461975858576172, 'gamma_40': 1.0130450866580658, 'gamma_41': -0.22405200491496036, 'gamma_42': -0.3566158066691631, 'gamma_43': -2.172220393091867, 'gamma_44': 0.6140618233236027, 'gamma_45': -0.08904382988988818, 'gamma_46': -3.105031925167915, 'gamma_47': -2.831472902570761, 'gamma_48': 3.13735661959193, 'gamma_49': -2.9528752890476535, 'beta_0': 3.1356908745557646, 'beta_1': 0.5581589162854312, 'beta_2': -0.2364320832524952, 'beta_3': -1.9433677867869779, 'beta_4': -2.4237017909227623, 'beta_5': 0.40510561191150685, 'beta_6': 0.30763002208501683, 'beta_7': 3.0842116229934917, 'beta_8': 2.2322213520806145, 'beta_9': -0.5205092386735874, 'beta_10': 0.3400323238816114, 'beta_11': -2.119776438412651, 'beta_12': 2.3903125474942306, 'beta_13': -2.6008992411018736, 'beta_14': 2.1321817835296417, 'beta_15': -1.5362995011868505, 'beta_16': -0.971229495160205, 'beta_17': 0.8985073556797823, 'beta_18': 0.5881799942260817, 'beta_19': 1.2184440665796017, 'beta_20': -1.0056051070446865, 'beta_21': 2.170730701883621, 'beta_22': 1.8686222617467505, 'beta_23': 0.5793954675360675, 'beta_24': -1.757946675385095, 'beta_25': 2.322883132401129, 'beta_26': 0.3008829824460719, 'beta_27': 0.24340880152302868, 'beta_28': 1.6271543495824297, 'beta_29': 3.0953638096507534, 'beta_30': -2.619907859164495, 'beta_31': -0.6761085962234126, 'beta_32': 2.2301398380841735, 'beta_33': 1.8673005250594954, 'beta_34': 1.7405807649184595, 'beta_35': 1.019698909575403, 'beta_36': -1.4026211264801889, 'beta_37': -1.389603761841557, 'beta_38': 0.9888198921382284, 'beta_39': -0.819160448861595, 'beta_40': 0.5377710479622158, 'beta_41': 0.6824184321974941, 'beta_42': -0.9780104159106066, 'beta_43': 1.762439668608382, 'beta_44': -0.6801986230147815, 'beta_45': -0.15615591572640247, 'beta_46': -2.728273317134615, 'beta_47': 2.769196613145848, 'beta_48': 2.4234910987232565, 'beta_49': 3.019743407856864}. Best is trial 17 with value: -32.13975.
[I 2021-08-05 23:04:29,988] Trial 33 finished with value: -31.948249999999998 and parameters: {'optimizer': 'COBYLA', 'reps': 29, 'gamma_0': -3.079087417211001, 'gamma_1': -1.725329274041993, 'gamma_2': 2.4921550965549146, 'gamma_3': 2.6726684449580436, 'gamma_4': -2.7182498592403874, 'gamma_5': 0.49154893854164916, 'gamma_6': -0.1391688258437367, 'gamma_7': -1.8221129443883628, 'gamma_8': -2.6007848955568407, 'gamma_9': 2.675926659796765, 'gamma_10': 0.22566989321398012, 'gamma_11': 0.9079415231021566, 'gamma_12': -1.2723598275450643, 'gamma_13': -0.9845328903308932, 'gamma_14': 2.4847487872957457, 'gamma_15': 1.469082336716074, 'gamma_16': 0.2662143899882461, 'gamma_17': -2.632265379627147, 'gamma_18': -2.4045703273134995, 'gamma_19': 2.1520651627289134, 'gamma_20': 3.052321370307104, 'gamma_21': 0.029608735955445775, 'gamma_22': -1.7683958081308795, 'gamma_23': -1.0006449552572712, 'gamma_24': 2.5880893195570644, 'gamma_25': 1.340121649216369, 'gamma_26': 0.5019249209547618, 'gamma_27': -0.3092450390394934, 'gamma_28': -0.5913585748880809, 'beta_0': 2.2110276206813357, 'beta_1': 1.4061540382392244, 'beta_2': -1.5304448242704705, 'beta_3': -1.1493127361604971, 'beta_4': -1.0945915815717202, 'beta_5': 2.491430337849992, 'beta_6': -0.40760292589140934, 'beta_7': 2.659165394548973, 'beta_8': 3.1151291415793607, 'beta_9': 0.2309037123762323, 'beta_10': 1.502468789864551, 'beta_11': -0.4168320925790313, 'beta_12': 1.6132208667631454, 'beta_13': -1.4362937053580254, 'beta_14': -0.15962844985490998, 'beta_15': -0.8415763917002737, 'beta_16': -2.0361260510829795, 'beta_17': 3.037227718747092, 'beta_18': -0.1779405442467662, 'beta_19': 1.0227996313752845, 'beta_20': 1.1729018696082893, 'beta_21': -0.43838651744193174, 'beta_22': 0.7793526073134011, 'beta_23': 2.8458251677223627, 'beta_24': -2.6245350125742335, 'beta_25': 2.685923963637489, 'beta_26': 0.848996907075559, 'beta_27': -0.7805073652439937, 'beta_28': 0.2818444684304309}. Best is trial 17 with value: -32.13975.
[I 2021-08-05 23:17:23,381] Trial 34 finished with value: -31.495374999999996 and parameters: {'optimizer': 'COBYLA', 'reps': 29, 'gamma_0': -3.0719284250118335, 'gamma_1': -1.8045125489462255, 'gamma_2': 2.519864882706226, 'gamma_3': 2.570984020665504, 'gamma_4': -2.691410481594248, 'gamma_5': -1.0415121843633957, 'gamma_6': 1.830188165751258, 'gamma_7': -1.8394190020424521, 'gamma_8': -2.5329576646682246, 'gamma_9': 2.7453609869342177, 'gamma_10': -1.0783346222810308, 'gamma_11': 0.8251748182644261, 'gamma_12': 1.3426705103592198, 'gamma_13': 0.03945400278115496, 'gamma_14': 2.2327200149071604, 'gamma_15': -1.8646821388945394, 'gamma_16': 0.14219077358217147, 'gamma_17': -3.078153555650968, 'gamma_18': -2.347889965932944, 'gamma_19': 2.1884969649382437, 'gamma_20': 3.1355123853361375, 'gamma_21': -0.022709902537772456, 'gamma_22': -1.757441858303095, 'gamma_23': -0.65185906145443, 'gamma_24': 3.0825682061274007, 'gamma_25': 1.7557243052518825, 'gamma_26': 1.847385075599134, 'gamma_27': -0.2666760082533991, 'gamma_28': -0.6353612033089653, 'beta_0': 2.313295323395176, 'beta_1': 1.9480972007340256, 'beta_2': -1.3899475806088029, 'beta_3': -0.9408304559738303, 'beta_4': -0.4307872042507155, 'beta_5': 2.38555827765465, 'beta_6': -0.27254014155558026, 'beta_7': 1.919655969606702, 'beta_8': 3.0883372384796814, 'beta_9': -0.3340849726537407, 'beta_10': 1.49311539505735, 'beta_11': 1.9193696499686468, 'beta_12': 0.8848290758095912, 'beta_13': -0.6449863876249968, 'beta_14': -0.4418402975877791, 'beta_15': -0.9770457709968614, 'beta_16': -2.014083560453689, 'beta_17': 3.081884924459613, 'beta_18': -0.19981119834481786, 'beta_19': -0.13062247286193074, 'beta_20': 1.3872761363914456, 'beta_21': -0.7731833704374766, 'beta_22': 0.7807460926862567, 'beta_23': 2.618991328714818, 'beta_24': -0.726530895792528, 'beta_25': 1.2099217016253374, 'beta_26': -0.24542500008689916, 'beta_27': -1.8231968934355653, 'beta_28': -0.029528122861568695}. Best is trial 17 with value: -32.13975.
[I 2021-08-05 23:28:39,919] Trial 35 finished with value: -31.738500000000005 and parameters: {'optimizer': 'COBYLA', 'reps': 25, 'gamma_0': -2.7468012682430967, 'gamma_1': -2.3539883206240484, 'gamma_2': 2.5592297141763796, 'gamma_3': 0.4960909158516441, 'gamma_4': -2.2835985319912817, 'gamma_5': -1.6854717789670763, 'gamma_6': -0.15773724585508353, 'gamma_7': -2.441563269729082, 'gamma_8': -0.13838855744991396, 'gamma_9': 0.7195357114893193, 'gamma_10': 0.35411258662359696, 'gamma_11': -0.11155633495240902, 'gamma_12': 0.831774905024155, 'gamma_13': -0.969365270305237, 'gamma_14': 1.8929572495040639, 'gamma_15': 2.0668176797048936, 'gamma_16': -1.1101819743799513, 'gamma_17': -2.654857141526538, 'gamma_18': -2.6234804730316212, 'gamma_19': 2.2485853651001055, 'gamma_20': -3.0337901403160643, 'gamma_21': -0.9556860951771882, 'gamma_22': -2.5898650090217696, 'gamma_23': -2.4704850734120507, 'gamma_24': -0.07511655722478772, 'beta_0': 2.0314157513360493, 'beta_1': 2.70050205940949, 'beta_2': -1.7063660283856894, 'beta_3': -0.9976048280205936, 'beta_4': 1.7318617652778912, 'beta_5': 2.6329899410193267, 'beta_6': 0.8460596403428117, 'beta_7': 2.576915723363668, 'beta_8': 2.7530496503732405, 'beta_9': -0.931084655021205, 'beta_10': 2.8925588657848174, 'beta_11': -0.28753893470237823, 'beta_12': 1.6336052802609065, 'beta_13': -1.2878607588578406, 'beta_14': 0.17770413534833596, 'beta_15': 0.12911104492346226, 'beta_16': 0.9209293078638007, 'beta_17': 0.48584685711631104, 'beta_18': -0.9227675835911764, 'beta_19': 0.8187569702017059, 'beta_20': 1.0718082463750287, 'beta_21': -0.3338969052072313, 'beta_22': -0.4337562030861841, 'beta_23': 3.0587578082144473, 'beta_24': -2.7789930655675628}. Best is trial 17 with value: -32.13975.
[I 2021-08-05 23:41:31,472] Trial 36 finished with value: -32.34874999999999 and parameters: {'optimizer': 'COBYLA', 'reps': 29, 'gamma_0': -3.1196469673127956, 'gamma_1': -1.2357490788004992, 'gamma_2': 0.44100874049114114, 'gamma_3': 0.36312666840176794, 'gamma_4': -1.2029792560031085, 'gamma_5': 0.348332187006842, 'gamma_6': 0.5490764860598962, 'gamma_7': 0.20764902881061104, 'gamma_8': -2.4639295829695427, 'gamma_9': 2.0230339894329745, 'gamma_10': -1.7538379342412522, 'gamma_11': -0.5814270020112184, 'gamma_12': -0.5854013686981474, 'gamma_13': -0.31263970695210247, 'gamma_14': 2.535209254600276, 'gamma_15': -2.5724302817648055, 'gamma_16': -0.7061279641369356, 'gamma_17': -3.136506209841335, 'gamma_18': -0.5101810021745301, 'gamma_19': 0.8295779534335928, 'gamma_20': 2.6269921218944856, 'gamma_21': -0.1567251316336823, 'gamma_22': -1.8529876155283074, 'gamma_23': -1.3394381330101146, 'gamma_24': 2.741753644815409, 'gamma_25': 1.2691101769897375, 'gamma_26': 0.23187362526396926, 'gamma_27': 0.49598351211182423, 'gamma_28': -1.6772465417464257, 'beta_0': 0.9054701312674613, 'beta_1': 1.3202709115519395, 'beta_2': -1.1760582099787, 'beta_3': -0.38074473461019487, 'beta_4': -0.15637122147016225, 'beta_5': 3.109253657335679, 'beta_6': -1.0970472245622334, 'beta_7': -0.7956795606753825, 'beta_8': 1.459087238744731, 'beta_9': -1.4801460361972365, 'beta_10': -2.745280188383548, 'beta_11': 0.5112923349533636, 'beta_12': 2.002902271928842, 'beta_13': 1.2395332659787497, 'beta_14': 0.8190265914466401, 'beta_15': 0.36768072505393157, 'beta_16': 1.5347599321324372, 'beta_17': -2.4854457892017674, 'beta_18': 0.5401054983541571, 'beta_19': -1.4147662676139112, 'beta_20': 2.4651118815674575, 'beta_21': 0.25250270251211016, 'beta_22': 0.3508886584479605, 'beta_23': 2.0888291531585517, 'beta_24': -1.5586263261504771, 'beta_25': 0.2599142135143222, 'beta_26': 1.4496906768764977, 'beta_27': -2.538814931606616, 'beta_28': 0.43700598174585437}. Best is trial 36 with value: -32.34874999999999.
[I 2021-08-05 23:54:46,617] Trial 37 finished with value: -23.451874999999994 and parameters: {'optimizer': 'SPSA', 'reps': 13, 'gamma_0': -2.7109682255790313, 'gamma_1': -1.64068461347433, 'gamma_2': 0.3198715852598428, 'gamma_3': -0.5854171145085385, 'gamma_4': 0.5620740726150852, 'gamma_5': 0.3807857664103868, 'gamma_6': 0.6761182350531956, 'gamma_7': 0.9705394689968951, 'gamma_8': -2.6854784686356297, 'gamma_9': 1.9348667122682262, 'gamma_10': -1.8603391018519553, 'gamma_11': -0.9829253689770874, 'gamma_12': -0.3211770757270277, 'beta_0': 0.9251697610156662, 'beta_1': 0.6913185355120661, 'beta_2': -2.727299430673703, 'beta_3': -0.14603021449133857, 'beta_4': -0.001162496980214145, 'beta_5': 3.0664999539115914, 'beta_6': -0.8948368006314618, 'beta_7': -1.1860695861658102, 'beta_8': 0.4834624047147553, 'beta_9': -2.4947986149239685, 'beta_10': -2.0388398568837394, 'beta_11': 0.49308762637371295, 'beta_12': 1.8851055334854643}. Best is trial 36 with value: -32.34874999999999.
[I 2021-08-06 00:08:16,489] Trial 38 finished with value: -32.2445 and parameters: {'optimizer': 'COBYLA', 'reps': 30, 'gamma_0': -3.09828343562185, 'gamma_1': -0.5678285280218188, 'gamma_2': -0.43097136965892135, 'gamma_3': -1.6087517845669126, 'gamma_4': -1.148656305671129, 'gamma_5': 2.395260274555408, 'gamma_6': 1.239074348772399, 'gamma_7': 1.8307230108724917, 'gamma_8': -2.8526965719536506, 'gamma_9': 1.4004404975477036, 'gamma_10': -1.880122537678785, 'gamma_11': 1.6947258641827687, 'gamma_12': -0.6531194607328374, 'gamma_13': 0.0816037059254846, 'gamma_14': 1.2857758213740935, 'gamma_15': -3.134699828943996, 'gamma_16': -0.6931438341778904, 'gamma_17': -3.079664206549048, 'gamma_18': 0.31972399483626995, 'gamma_19': 1.4047085281196603, 'gamma_20': 2.2242703183060746, 'gamma_21': -0.053185378495888, 'gamma_22': -1.769290761734229, 'gamma_23': -1.6205631503646147, 'gamma_24': 2.6626652980981893, 'gamma_25': 3.0917666797322196, 'gamma_26': -0.7746777008004584, 'gamma_27': 0.678128248134669, 'gamma_28': -2.0019404831919982, 'gamma_29': -3.095529623998981, 'beta_0': 0.5779773255803002, 'beta_1': 1.6305022068385902, 'beta_2': -2.2055947846599246, 'beta_3': -1.843760197095191, 'beta_4': -1.1059903043195107, 'beta_5': 1.6783382649349197, 'beta_6': -0.26449208891209686, 'beta_7': -0.8212225337483419, 'beta_8': 1.434368966060937, 'beta_9': 0.3897098732662312, 'beta_10': -3.0473139746804563, 'beta_11': 1.2290290652395326, 'beta_12': 1.5062389042465953, 'beta_13': 1.0601095399502174, 'beta_14': 0.8448410819561741, 'beta_15': 0.4195157633268367, 'beta_16': 1.4705147949838313, 'beta_17': -2.4286330797039004, 'beta_18': -0.962734905930396, 'beta_19': -3.0990121188986963, 'beta_20': 2.4948531935313305, 'beta_21': 0.5694825847021133, 'beta_22': -1.136348376051384, 'beta_23': 2.3135641394719886, 'beta_24': -0.8582131281905775, 'beta_25': -1.0603035472603919, 'beta_26': 1.8972723246373864, 'beta_27': -2.530007443806843, 'beta_28': -1.2213335547142639, 'beta_29': -1.961286510815389}. Best is trial 36 with value: -32.34874999999999.
[I 2021-08-06 00:16:50,732] Trial 39 finished with value: -30.389750000000003 and parameters: {'optimizer': 'COBYLA', 'reps': 21, 'gamma_0': 3.0918819442750856, 'gamma_1': -0.5266802431841429, 'gamma_2': -1.1273637088637514, 'gamma_3': -1.8240300750844587, 'gamma_4': -0.9838341589677757, 'gamma_5': 2.42184183733767, 'gamma_6': 1.5499054943250017, 'gamma_7': 1.9335791149193147, 'gamma_8': -2.918921187505239, 'gamma_9': 1.1910409289480244, 'gamma_10': -2.233975954317166, 'gamma_11': 1.7912407441578286, 'gamma_12': -0.6035991972805965, 'gamma_13': 0.5812609981772092, 'gamma_14': 0.41907845081502826, 'gamma_15': -2.6059124582316873, 'gamma_16': -0.7479706195097712, 'gamma_17': 1.4908966962763772, 'gamma_18': 0.35013207714045774, 'gamma_19': 1.2830556885748035, 'gamma_20': 2.4334293895571553, 'beta_0': -0.025697340132885382, 'beta_1': -2.8437657943258254, 'beta_2': -2.155036006899927, 'beta_3': -1.7618822538842998, 'beta_4': 0.7475131505277027, 'beta_5': 0.7979058557320895, 'beta_6': 0.2600404655936485, 'beta_7': -0.901004642108144, 'beta_8': -0.4533912244670369, 'beta_9': -1.5313545301446152, 'beta_10': -2.6788389477759305, 'beta_11': 0.9255444706434036, 'beta_12': 2.5416766339426036, 'beta_13': 1.4889944962197494, 'beta_14': 0.7297974849200892, 'beta_15': 0.46168850487387125, 'beta_16': 2.605297815993341, 'beta_17': -2.531348336556282, 'beta_18': -0.96528139552547, 'beta_19': -2.967173102455823, 'beta_20': 2.462045096546485}. Best is trial 36 with value: -32.34874999999999.
[I 2021-08-06 00:45:44,802] Trial 40 finished with value: -23.171125 and parameters: {'optimizer': 'SPSA', 'reps': 31, 'gamma_0': -2.656066161723315, 'gamma_1': -1.2319440493029208, 'gamma_2': -0.7057628837156372, 'gamma_3': -1.9417559386260312, 'gamma_4': -1.3902834550858454, 'gamma_5': 2.460477434245148, 'gamma_6': 2.0147362166975324, 'gamma_7': 0.23005150802799745, 'gamma_8': -3.12874328088801, 'gamma_9': 0.32900020026520593, 'gamma_10': -1.6526272445213865, 'gamma_11': 1.4861874686134604, 'gamma_12': -0.21824623241945937, 'gamma_13': -0.05311725645847448, 'gamma_14': 1.2294749976284929, 'gamma_15': -3.0519496076050254, 'gamma_16': -1.7011114632806699, 'gamma_17': -3.138291461891445, 'gamma_18': -0.4266807636547895, 'gamma_19': 1.5459383418096522, 'gamma_20': 2.49397618797686, 'gamma_21': 0.5779555839308836, 'gamma_22': -1.7947244696680384, 'gamma_23': -1.59933927233184, 'gamma_24': 2.6414724527890754, 'gamma_25': 1.9557939509210187, 'gamma_26': -0.9620254677469275, 'gamma_27': 0.8582145373221375, 'gamma_28': -1.8677922166737668, 'gamma_29': -2.989525527304581, 'gamma_30': 2.3291829175474104, 'beta_0': 0.4537048870842213, 'beta_1': 0.21731632844692306, 'beta_2': -2.5471076687701815, 'beta_3': -2.114685788005648, 'beta_4': -0.9863823581476125, 'beta_5': 1.697718764307385, 'beta_6': 1.162718723926238, 'beta_7': -1.627781267247898, 'beta_8': 1.38699968918668, 'beta_9': -2.091417451960779, 'beta_10': -2.81932632758367, 'beta_11': 1.5060548811497405, 'beta_12': 2.122527016316433, 'beta_13': 1.3971990471108493, 'beta_14': 0.9817258424827834, 'beta_15': 1.2439672360896454, 'beta_16': 1.3663195541542268, 'beta_17': -2.0271160367574006, 'beta_18': -1.889836086111075, 'beta_19': -3.1198834724529516, 'beta_20': 1.8238466265941495, 'beta_21': 0.5736593345399312, 'beta_22': -1.3864934018432948, 'beta_23': 2.175918880733529, 'beta_24': -0.7844428371322809, 'beta_25': -1.0823598847362086, 'beta_26': 2.4684509272393993, 'beta_27': -2.7352045795670845, 'beta_28': -1.5922702393345276, 'beta_29': -1.6403999683572268, 'beta_30': -0.024414563229433476}. Best is trial 36 with value: -32.34874999999999.
[I 2021-08-06 00:59:15,761] Trial 41 finished with value: -31.321124999999995 and parameters: {'optimizer': 'COBYLA', 'reps': 30, 'gamma_0': -3.08011934109596, 'gamma_1': -2.4145205292604888, 'gamma_2': 0.20366698977865277, 'gamma_3': -2.754235225402955, 'gamma_4': 0.0832308234242451, 'gamma_5': 0.7648609527926109, 'gamma_6': 0.33536280398583196, 'gamma_7': 1.5969517937600377, 'gamma_8': -2.3427637796361025, 'gamma_9': 1.5546785528126061, 'gamma_10': -2.2749278995660744, 'gamma_11': 1.0295701435521267, 'gamma_12': -1.1907895005861742, 'gamma_13': -0.34070852917142436, 'gamma_14': 1.3733222550083017, 'gamma_15': -3.138379487902153, 'gamma_16': -0.5413973300458768, 'gamma_17': -2.761888415298026, 'gamma_18': 1.4050426370609463, 'gamma_19': 0.777536880777612, 'gamma_20': 2.711009794702575, 'gamma_21': -0.04800840388022953, 'gamma_22': -1.7151211241475495, 'gamma_23': -0.9443165157935463, 'gamma_24': 2.7034784006918327, 'gamma_25': 3.1313287679617376, 'gamma_26': -0.49180500088135015, 'gamma_27': 1.5690535980323141, 'gamma_28': -2.229662326143102, 'gamma_29': -2.0907462777228614, 'beta_0': 0.7377988307098005, 'beta_1': 1.5812051093948778, 'beta_2': -1.84731267090483, 'beta_3': -1.0641379360998395, 'beta_4': -1.3430400409579595, 'beta_5': 2.881537642549453, 'beta_6': -0.40627576861757503, 'beta_7': -0.29435341466401577, 'beta_8': -0.7657715695005183, 'beta_9': 0.20779788325351325, 'beta_10': -3.1121292161711893, 'beta_11': 0.5922099485365303, 'beta_12': 1.3762865730423446, 'beta_13': 2.2206627962254104, 'beta_14': 1.1471337538524962, 'beta_15': -0.10304007871330378, 'beta_16': 1.6261414372295007, 'beta_17': -2.882390575805157, 'beta_18': -0.17759377196534928, 'beta_19': -1.4515496553936234, 'beta_20': 0.5929375353504895, 'beta_21': 1.2569942971328838, 'beta_22': 0.16777698263473861, 'beta_23': 2.6001574484410512, 'beta_24': -1.3813578361876044, 'beta_25': 0.011187149951574521, 'beta_26': 1.6317220737740428, 'beta_27': -2.233590772922352, 'beta_28': -1.1464826368891023, 'beta_29': -2.360129451409912}. Best is trial 36 with value: -32.34874999999999.
[I 2021-08-06 01:10:30,268] Trial 42 finished with value: -31.266375 and parameters: {'optimizer': 'COBYLA', 'reps': 25, 'gamma_0': -3.132732535656307, 'gamma_1': -0.9558641828195815, 'gamma_2': -0.25478301837391115, 'gamma_3': 0.13637792089597145, 'gamma_4': -1.7444559287778283, 'gamma_5': 1.2796162342098034, 'gamma_6': 1.165675112097683, 'gamma_7': 2.4397779050312383, 'gamma_8': -2.679590655827704, 'gamma_9': 2.0775022325977464, 'gamma_10': -3.049355213271493, 'gamma_11': 0.20225826168218075, 'gamma_12': -1.9968208800146636, 'gamma_13': 0.8131314805417662, 'gamma_14': 1.9597057770720838, 'gamma_15': 3.0951571327556104, 'gamma_16': -1.507049449412598, 'gamma_17': -3.1350103149618143, 'gamma_18': 0.827174930964546, 'gamma_19': 2.3827048349908577, 'gamma_20': 1.8372053453190986, 'gamma_21': -0.20342393756449215, 'gamma_22': -2.5844117890208507, 'gamma_23': -2.3223905178621966, 'gamma_24': 1.7861711468479893, 'beta_0': 1.59979790856719, 'beta_1': 1.9810796562108282, 'beta_2': -1.4270986913678634, 'beta_3': -1.501125354468294, 'beta_4': -0.14884655371560596, 'beta_5': 2.49856570318476, 'beta_6': -0.16726315900839317, 'beta_7': -0.3177081175787445, 'beta_8': 0.6546227843081985, 'beta_9': 0.5972747885333847, 'beta_10': -1.9108934060035152, 'beta_11': 3.1244085185760406, 'beta_12': 1.555942300973121, 'beta_13': 1.0373553442953114, 'beta_14': 0.825886729184897, 'beta_15': 2.2390505744452227, 'beta_16': 2.2576536481752654, 'beta_17': -1.598676834685198, 'beta_18': 0.789193546790808, 'beta_19': -2.6559143615676293, 'beta_20': 2.4771427149654315, 'beta_21': 0.26344884459338175, 'beta_22': -2.0798678324667446, 'beta_23': 1.3053039658372434, 'beta_24': -1.0628562514011453}. Best is trial 36 with value: -32.34874999999999.
[I 2021-08-06 01:22:36,333] Trial 43 finished with value: -31.349124999999997 and parameters: {'optimizer': 'COBYLA', 'reps': 27, 'gamma_0': -2.437018428186915, 'gamma_1': -1.9891414802201248, 'gamma_2': -0.5082699784367922, 'gamma_3': -3.104417573280552, 'gamma_4': -0.44957063461764335, 'gamma_5': 0.10044215548488877, 'gamma_6': 0.4804307130896599, 'gamma_7': 0.6524474480437714, 'gamma_8': -1.6302507662514394, 'gamma_9': 1.06589287741603, 'gamma_10': -1.2690145691217827, 'gamma_11': -0.47913787146223286, 'gamma_12': 0.4963381099119284, 'gamma_13': 0.14751038729128935, 'gamma_14': 2.6042573205765756, 'gamma_15': -2.7318020083242422, 'gamma_16': -0.21209049600698382, 'gamma_17': -2.5387407505625394, 'gamma_18': 0.11973340469738797, 'gamma_19': 1.518212490548784, 'gamma_20': -0.8182363305732343, 'gamma_21': 0.25859224388694213, 'gamma_22': -1.7396461574104611, 'gamma_23': -1.4506499801717003, 'gamma_24': 2.6748054948292523, 'gamma_25': 3.0884226204913214, 'gamma_26': -2.1257346993292265, 'beta_0': 1.345888852579256, 'beta_1': 1.324654431862927, 'beta_2': -0.7188327623107673, 'beta_3': -2.7384323568121656, 'beta_4': -2.1038639183428507, 'beta_5': 1.7506326568216946, 'beta_6': 0.5391444548183195, 'beta_7': -1.4621176065489028, 'beta_8': 1.4769538737265293, 'beta_9': -0.32603189519566045, 'beta_10': -2.529191431251056, 'beta_11': 1.422298718077641, 'beta_12': 0.8506639878743852, 'beta_13': 2.12073883970164, 'beta_14': 0.09231838973324413, 'beta_15': -0.531493438111101, 'beta_16': 1.149560659175962, 'beta_17': -2.606978869831385, 'beta_18': -1.1010435935839185, 'beta_19': -2.1569812331530103, 'beta_20': 1.0909531931845695, 'beta_21': -0.41780950338784006, 'beta_22': -0.730004487178912, 'beta_23': 2.0878496319492768, 'beta_24': -0.479630547980857, 'beta_25': -0.009298272689095673, 'beta_26': 1.542899333591252}. Best is trial 36 with value: -32.34874999999999.
[I 2021-08-06 01:37:26,007] Trial 44 finished with value: -31.91525 and parameters: {'optimizer': 'COBYLA', 'reps': 34, 'gamma_0': -2.838694045867409, 'gamma_1': -1.1041355885685848, 'gamma_2': -1.1533055932803933, 'gamma_3': 0.613273387141451, 'gamma_4': -1.5671603681451831, 'gamma_5': -0.18774741830817487, 'gamma_6': 0.0089924008502279, 'gamma_7': -0.5169635926098217, 'gamma_8': -2.0680784001963124, 'gamma_9': 2.677756797198687, 'gamma_10': -0.37064665084246584, 'gamma_11': 0.8483601390943457, 'gamma_12': -2.99496131073694, 'gamma_13': -0.34236601852892484, 'gamma_14': -0.3587354818284525, 'gamma_15': -2.2088852002877024, 'gamma_16': -0.8566555252947963, 'gamma_17': -2.839471494989296, 'gamma_18': -0.6433312044517918, 'gamma_19': 3.057020486956616, 'gamma_20': 1.4452508295871942, 'gamma_21': 1.0116549389293517, 'gamma_22': -1.2799923679422092, 'gamma_23': -0.931066218798864, 'gamma_24': 1.5915831463780206, 'gamma_25': 1.3389631508215647, 'gamma_26': 0.4559207700695177, 'gamma_27': 0.21119191423371458, 'gamma_28': -1.5755217183807662, 'gamma_29': -2.6576899231237583, 'gamma_30': -0.1029039240548788, 'gamma_31': -0.827777881550904, 'gamma_32': -1.3901257616049345, 'gamma_33': 2.906342010976875, 'beta_0': -0.5380182168761705, 'beta_1': 1.7294584122040506, 'beta_2': -3.1016766314040463, 'beta_3': -0.25034828660041075, 'beta_4': -0.9145035127357688, 'beta_5': 2.0409274198682272, 'beta_6': -0.515903171139988, 'beta_7': -0.7050891824339895, 'beta_8': 1.920230108522999, 'beta_9': 1.457288430867637, 'beta_10': 1.4927389943159006, 'beta_11': 1.9123226766055663, 'beta_12': 2.609158634363184, 'beta_13': 3.1181781970095606, 'beta_14': 0.4201002699653551, 'beta_15': 0.5565628138251143, 'beta_16': 1.6881772943464686, 'beta_17': -2.8487862927604937, 'beta_18': -0.3456309619377671, 'beta_19': -1.5250425517410515, 'beta_20': 2.688090391459028, 'beta_21': 1.0011540725979842, 'beta_22': -1.498297490139245, 'beta_23': 2.76408716850948, 'beta_24': -1.6443827544922724, 'beta_25': -1.0775488420073154, 'beta_26': 1.1811522915779946, 'beta_27': -2.7240992714085777, 'beta_28': 0.29390313381308175, 'beta_29': -3.135571494616845, 'beta_30': 1.2943741268936313, 'beta_31': 2.5449036069138797, 'beta_32': -1.7686829035295433, 'beta_33': -0.7576970513066503}. Best is trial 36 with value: -32.34874999999999.
[I 2021-08-06 01:45:13,463] Trial 45 finished with value: -30.573874999999997 and parameters: {'optimizer': 'COBYLA', 'reps': 22, 'gamma_0': 2.1666208546003447, 'gamma_1': -0.6682561173540861, 'gamma_2': 0.4323438632953014, 'gamma_3': -0.06345183337312721, 'gamma_4': -0.9188921126075231, 'gamma_5': -2.1766673323769754, 'gamma_6': 1.158521582500643, 'gamma_7': 0.039001810955645144, 'gamma_8': -1.4598441432004114, 'gamma_9': 1.4534282008473967, 'gamma_10': -1.6548519858951398, 'gamma_11': 2.210119264436127, 'gamma_12': -1.6752934326325555, 'gamma_13': 1.472242465765194, 'gamma_14': 3.1047113846854053, 'gamma_15': 1.3630463236136892, 'gamma_16': -1.9271630710477687, 'gamma_17': -2.3464379964041613, 'gamma_18': -0.06506323832143346, 'gamma_19': 0.9678347466555273, 'gamma_20': -0.30997646894492076, 'gamma_21': -0.38834945324044684, 'beta_0': 1.8124985700444936, 'beta_1': -0.3016751566589069, 'beta_2': -1.3609478530773138, 'beta_3': 0.11744293751437312, 'beta_4': -0.46989426374644006, 'beta_5': 3.0521291874324863, 'beta_6': -1.8599818169713622, 'beta_7': 0.3440507483629438, 'beta_8': 2.2606492336519843, 'beta_9': -0.12747555332242383, 'beta_10': -3.129608082022581, 'beta_11': 2.437828699687777, 'beta_12': 1.8123247278751482, 'beta_13': 0.4449644936888748, 'beta_14': -0.6000020142421372, 'beta_15': -0.16148015383988523, 'beta_16': 0.35668817592376456, 'beta_17': -2.1900878713911047, 'beta_18': 0.13403068064666604, 'beta_19': -0.5184137829017141, 'beta_20': 2.2558347286982707, 'beta_21': 0.35326195155060003}. Best is trial 36 with value: -32.34874999999999.
[I 2021-08-06 02:32:34,962] Trial 46 finished with value: -28.16875 and parameters: {'optimizer': 'QN-SPSA', 'reps': 30, 'gamma_0': -3.1354640092421686, 'gamma_1': 0.128588854088457, 'gamma_2': 3.0561618147158414, 'gamma_3': -0.9598878391356165, 'gamma_4': -1.147597801065151, 'gamma_5': 0.9112624235602083, 'gamma_6': -0.37987333366385434, 'gamma_7': 1.1453115313002906, 'gamma_8': -3.1319538143090266, 'gamma_9': 1.7731851250337078, 'gamma_10': -2.5065760581614995, 'gamma_11': -1.1147853390416496, 'gamma_12': -0.6966071137806462, 'gamma_13': 0.2860142683973421, 'gamma_14': 1.0600821441641641, 'gamma_15': 2.37492621057424, 'gamma_16': 0.45115623576460373, 'gamma_17': 2.7144461517658995, 'gamma_18': -0.22225440449675504, 'gamma_19': 0.32500780174499416, 'gamma_20': 2.7609618616070937, 'gamma_21': 0.7695080001524628, 'gamma_22': -0.9667984701573303, 'gamma_23': -1.7725568291605578, 'gamma_24': 2.612180134003436, 'gamma_25': 2.5910509540689812, 'gamma_26': -0.9994458456402529, 'gamma_27': 0.4777707881563523, 'gamma_28': -2.7825709277971162, 'gamma_29': 1.1353640043593334, 'beta_0': 0.26800368726223933, 'beta_1': 2.634628501659014, 'beta_2': -2.731623848969239, 'beta_3': -0.41599774639128073, 'beta_4': -1.454405104022222, 'beta_5': 1.357221255942572, 'beta_6': -1.185048421163352, 'beta_7': -2.04738071328193, 'beta_8': -0.14346270529582839, 'beta_9': 0.47647195859688446, 'beta_10': -2.8242895123965, 'beta_11': 1.0687881265926107, 'beta_12': 2.1908302690364945, 'beta_13': 0.9705114681143874, 'beta_14': -1.7159529981198696, 'beta_15': 0.24437895980402646, 'beta_16': 0.6614983364585072, 'beta_17': -1.5466265664547798, 'beta_18': 1.3752162114666895, 'beta_19': -1.1128575160452558, 'beta_20': 0.3323448179767633, 'beta_21': -0.4504678136740382, 'beta_22': 0.46711008316439007, 'beta_23': 0.6891136747449498, 'beta_24': 0.16609799060232766, 'beta_25': 0.24756208391358533, 'beta_26': 2.0172605174611844, 'beta_27': -3.102045654754911, 'beta_28': -3.0535232847041294, 'beta_29': -0.40502859355763166}. Best is trial 36 with value: -32.34874999999999.
[I 2021-08-06 02:37:33,732] Trial 47 finished with value: -30.569999999999997 and parameters: {'optimizer': 'COBYLA', 'reps': 16, 'gamma_0': -1.8954926035413961, 'gamma_1': -1.5662086056254185, 'gamma_2': 0.7092415607515394, 'gamma_3': -1.6530885916391005, 'gamma_4': -0.06047382193179525, 'gamma_5': 0.25867110826251605, 'gamma_6': 2.4867792503683845, 'gamma_7': 1.4640145750805882, 'gamma_8': -2.760377685611104, 'gamma_9': -0.25661272052675166, 'gamma_10': 0.6388342971285765, 'gamma_11': 0.6266068592511376, 'gamma_12': -1.08881092518245, 'gamma_13': -0.8894076708787805, 'gamma_14': 2.7455641646437536, 'gamma_15': -2.6452939538937943, 'beta_0': 1.3111581505177674, 'beta_1': 1.3408623950982566, 'beta_2': -1.8556412051659024, 'beta_3': 0.6925420213712852, 'beta_4': -1.8635342062408702, 'beta_5': -2.2105597474712866, 'beta_6': -0.7911487856687298, 'beta_7': -0.3992483394969641, 'beta_8': 0.4717757324057462, 'beta_9': 2.140895407226075, 'beta_10': 2.992497741884395, 'beta_11': 0.19040494452850476, 'beta_12': 2.7793657071231097, 'beta_13': 0.13458874551531852, 'beta_14': -1.0270696229900953, 'beta_15': 1.9312018665653339}. Best is trial 36 with value: -32.34874999999999.
[I 2021-08-06 02:53:56,447] Trial 48 finished with value: -30.888249999999996 and parameters: {'optimizer': 'COBYLA', 'reps': 38, 'gamma_0': -2.3463731055604935, 'gamma_1': 1.0521898052318932, 'gamma_2': 1.3038548225541544, 'gamma_3': -2.396527319714479, 'gamma_4': -1.381158663077413, 'gamma_5': 2.028216737511527, 'gamma_6': -0.6478074544146051, 'gamma_7': 1.9883134479039886, 'gamma_8': -1.8385783370066395, 'gamma_9': 2.586493346256977, 'gamma_10': -0.9643355186728112, 'gamma_11': 0.07753033632701978, 'gamma_12': -1.533404312014095, 'gamma_13': -1.6702113449172262, 'gamma_14': 1.4944345097682836, 'gamma_15': -2.0867969773384054, 'gamma_16': 0.03678365458015964, 'gamma_17': -1.685188085684058, 'gamma_18': 1.7006303234845075, 'gamma_19': 2.596824234516961, 'gamma_20': 2.0246040947337685, 'gamma_21': -1.386486739366086, 'gamma_22': -1.988915716272733, 'gamma_23': -0.15367656499553695, 'gamma_24': -1.8920014612367881, 'gamma_25': -0.6886140388044377, 'gamma_26': -0.14886799379715043, 'gamma_27': -0.5718362523072167, 'gamma_28': -1.2277591703575905, 'gamma_29': 0.14772942046504134, 'gamma_30': 1.6767819819511207, 'gamma_31': 0.32858598146482443, 'gamma_32': -0.9549161744661411, 'gamma_33': -1.6139234940944198, 'gamma_34': 2.9798624936559324, 'gamma_35': 1.4182744232784277, 'gamma_36': 2.7914590717314725, 'gamma_37': 1.0880174344539648, 'beta_0': 0.6303751220558107, 'beta_1': 0.7562215655324062, 'beta_2': -2.213958173008745, 'beta_3': -1.583358406759277, 'beta_4': -1.1052027110137677, 'beta_5': 3.128540769201099, 'beta_6': 0.8523516883259988, 'beta_7': -0.9438737284482691, 'beta_8': 1.1408509707256127, 'beta_9': 0.8893773891798307, 'beta_10': 2.3676085098957618, 'beta_11': 0.6189174315464208, 'beta_12': -0.11760788630323638, 'beta_13': 0.7511159851092475, 'beta_14': 1.947075043432748, 'beta_15': 1.2532818604982787, 'beta_16': 3.1202692571905684, 'beta_17': -3.1334919304691895, 'beta_18': -1.3028901667175008, 'beta_19': -1.7395452727584646, 'beta_20': 1.0083174500525758, 'beta_21': -0.13484888576708864, 'beta_22': -0.4128104448345876, 'beta_23': 2.5049767858745104, 'beta_24': 2.68740009995516, 'beta_25': -1.6396479910463955, 'beta_26': 1.5198421683985206, 'beta_27': 0.8079672449185294, 'beta_28': -2.4596326879035812, 'beta_29': -1.6342878029413797, 'beta_30': 2.8881524796446176, 'beta_31': -2.2481818002219818, 'beta_32': -3.045812840590759, 'beta_33': -3.042332391122701, 'beta_34': -3.131325979448622, 'beta_35': -1.4568590781292736, 'beta_36': 3.0884430662251194, 'beta_37': 0.6577068466090725}. Best is trial 36 with value: -32.34874999999999.
[I 2021-08-06 03:05:29,491] Trial 49 finished with value: -30.891249999999996 and parameters: {'optimizer': 'COBYLA', 'reps': 26, 'gamma_0': -1.5556785531778234, 'gamma_1': -0.4130955906126035, 'gamma_2': 0.029543376511264707, 'gamma_3': 1.781437598102948, 'gamma_4': -2.0974406875537306, 'gamma_5': 1.060679241710361, 'gamma_6': -0.0077221986342830284, 'gamma_7': -0.8372062676614564, 'gamma_8': -2.3408499651133745, 'gamma_9': 2.1437124005950476, 'gamma_10': 0.043250526353414864, 'gamma_11': 1.5604684091870515, 'gamma_12': -0.06616673212939106, 'gamma_13': -3.122650370009995, 'gamma_14': 0.3436547200554845, 'gamma_15': 3.0273358256594127, 'gamma_16': -0.39666393230115504, 'gamma_17': -1.242826095737056, 'gamma_18': 2.7588723968493927, 'gamma_19': 2.0408923645995736, 'gamma_20': 0.6772087805068447, 'gamma_21': 0.19479071591266042, 'gamma_22': -2.490156530753389, 'gamma_23': -0.6748785285715225, 'gamma_24': 2.076306713923607, 'gamma_25': -1.272183024092275, 'beta_0': -0.2954500855338209, 'beta_1': 0.39261775916354125, 'beta_2': -0.836563765849492, 'beta_3': -0.8123840272394844, 'beta_4': -0.2621734349449847, 'beta_5': -0.3777990630004904, 'beta_6': 0.076600804271509, 'beta_7': 0.43804401789896086, 'beta_8': -1.7585438137095442, 'beta_9': -3.1343628843975404, 'beta_10': -1.632937897459815, 'beta_11': -0.4681372710796994, 'beta_12': 1.3053491769785142, 'beta_13': 1.7794191108280109, 'beta_14': 0.6001505579268083, 'beta_15': -0.7664912457966331, 'beta_16': -0.1219328881439854, 'beta_17': 3.132910443641468, 'beta_18': 0.8522918309235585, 'beta_19': -2.605980193165251, 'beta_20': 0.0045231915462388165, 'beta_21': 0.3053489828895461, 'beta_22': 0.03948936634207901, 'beta_23': 3.103461277223553, 'beta_24': -2.6045737746060835, 'beta_25': 0.9478744747684235}. Best is trial 36 with value: -32.34874999999999.
[I 2021-08-06 03:13:02,104] Trial 50 finished with value: -30.914499999999997 and parameters: {'optimizer': 'COBYLA', 'reps': 20, 'gamma_0': -2.893412001892575, 'gamma_1': -3.0176871379166643, 'gamma_2': -1.0704196611471832, 'gamma_3': 3.103903496029808, 'gamma_4': -2.4145534384416742, 'gamma_5': 0.6863143547236097, 'gamma_6': 1.4644207090855845, 'gamma_7': 0.5449705301128853, 'gamma_8': 2.123261916525429, 'gamma_9': 0.8787779278284436, 'gamma_10': -1.3549460055675921, 'gamma_11': 2.8673593777246285, 'gamma_12': -2.4093511760398485, 'gamma_13': -0.25869637602675244, 'gamma_14': 2.002946603969712, 'gamma_15': 1.7297026010355234, 'gamma_16': -1.0723670624835653, 'gamma_17': -2.83948533452115, 'gamma_18': 0.46451727687256245, 'gamma_19': 1.5488762455732297, 'beta_0': 0.24264126692869203, 'beta_1': 2.1071816185293977, 'beta_2': -1.5159454797708336, 'beta_3': -1.9964221244038678, 'beta_4': -2.6064845173922606, 'beta_5': -2.8175900704720918, 'beta_6': 1.916665096589353, 'beta_7': -3.129820604384019, 'beta_8': 2.692163363079814, 'beta_9': -0.6553548218456334, 'beta_10': -1.2254789260203829, 'beta_11': 0.2970433394129878, 'beta_12': 0.859462461183957, 'beta_13': -0.4257711052539376, 'beta_14': 1.3614164205277808, 'beta_15': -0.241897158892439, 'beta_16': 1.3413781775732954, 'beta_17': -2.4213664620884767, 'beta_18': -0.6834822115010762, 'beta_19': 2.080962484255862}. Best is trial 36 with value: -32.34874999999999.
[I 2021-08-06 03:27:53,789] Trial 51 finished with value: -31.522875000000006 and parameters: {'optimizer': 'COBYLA', 'reps': 34, 'gamma_0': -2.785662251410463, 'gamma_1': -1.231810235913108, 'gamma_2': -2.290296808849556, 'gamma_3': 0.7007565497136368, 'gamma_4': -1.591567079143672, 'gamma_5': -0.23213389271196982, 'gamma_6': 0.024173751315660796, 'gamma_7': -0.5342566717641748, 'gamma_8': -2.0100940732577106, 'gamma_9': 2.698940430464112, 'gamma_10': -0.4180690982023979, 'gamma_11': 0.931971141466842, 'gamma_12': -3.073040956700426, 'gamma_13': -0.3255007539239103, 'gamma_14': -0.3233349361831706, 'gamma_15': -2.1921269023099326, 'gamma_16': -0.7015806538075422, 'gamma_17': -2.9315344558008203, 'gamma_18': -0.6405480709789289, 'gamma_19': 3.0688951051850597, 'gamma_20': 1.4629832349650398, 'gamma_21': 1.176540467539019, 'gamma_22': -1.4465215333490877, 'gamma_23': -1.0029593737055513, 'gamma_24': 1.5328806117702078, 'gamma_25': 1.0368812217017178, 'gamma_26': 0.35073589656740967, 'gamma_27': 0.44030904591973075, 'gamma_28': -1.7673486126874596, 'gamma_29': -2.5840126627548354, 'gamma_30': 0.7178748872533738, 'gamma_31': -0.987146967772984, 'gamma_32': -1.1463209197399113, 'gamma_33': 3.0807808160067047, 'beta_0': -0.5443665871196751, 'beta_1': 1.6553303655981617, 'beta_2': -2.877153979674858, 'beta_3': -0.39630043029344736, 'beta_4': -0.9243310950929923, 'beta_5': 2.0423202352612613, 'beta_6': -0.49070162523097105, 'beta_7': -0.632401390437149, 'beta_8': 1.9322732666582663, 'beta_9': 1.3420418495729423, 'beta_10': 1.4634512902764372, 'beta_11': 2.2744217063695116, 'beta_12': 2.618010764649237, 'beta_13': -0.8985694718397869, 'beta_14': 0.3283497968434802, 'beta_15': 0.5775153954669294, 'beta_16': 1.6991709644498898, 'beta_17': -2.871202457567103, 'beta_18': -0.24323413561874016, 'beta_19': -1.6879321121073532, 'beta_20': 2.5963301546761683, 'beta_21': 1.1684755442421058, 'beta_22': -1.689385673642495, 'beta_23': 2.678292713469204, 'beta_24': -1.5103425959010106, 'beta_25': -1.2409729357957475, 'beta_26': 1.156042676365502, 'beta_27': -2.622247408943401, 'beta_28': 0.4690073581655336, 'beta_29': -2.8842901651555737, 'beta_30': 1.0502878752610705, 'beta_31': 2.944134518406221, 'beta_32': -2.156349824015195, 'beta_33': -0.6514551710696923}. Best is trial 36 with value: -32.34874999999999.
[I 2021-08-06 03:43:23,005] Trial 52 finished with value: -32.09887499999999 and parameters: {'optimizer': 'COBYLA', 'reps': 35, 'gamma_0': -2.5013250431459326, 'gamma_1': -1.1683685078847839, 'gamma_2': -1.249159738466554, 'gamma_3': 0.4935906496209722, 'gamma_4': -2.767265829287047, 'gamma_5': -0.668493740465099, 'gamma_6': 0.600967069660456, 'gamma_7': -0.38591313015171025, 'gamma_8': -2.461360635461254, 'gamma_9': 2.0983421502348327, 'gamma_10': -0.5105115810494673, 'gamma_11': 1.1449512678127887, 'gamma_12': -3.1050830058376087, 'gamma_13': -1.3357720874959487, 'gamma_14': -1.3270574620167357, 'gamma_15': -2.5340699183808564, 'gamma_16': -0.8361303199169523, 'gamma_17': -3.1390009247517034, 'gamma_18': -0.6024173297986933, 'gamma_19': 3.1285649651511314, 'gamma_20': 2.341747060545005, 'gamma_21': 2.3071379837362596, 'gamma_22': -1.4865219923121944, 'gamma_23': -1.3389694529160698, 'gamma_24': 2.079058302450977, 'gamma_25': 1.2716433951816546, 'gamma_26': 0.6005103518767536, 'gamma_27': 1.5937034280089466, 'gamma_28': -1.2915177480674047, 'gamma_29': -2.3919848904259466, 'gamma_30': 0.053550475313743184, 'gamma_31': -2.9669225848696112, 'gamma_32': -2.38011283730492, 'gamma_33': 2.1306079207566517, 'gamma_34': -2.885764153074044, 'beta_0': -1.4390147558468662, 'beta_1': 1.8211670288251423, 'beta_2': -3.113218217307684, 'beta_3': -0.22381947048588405, 'beta_4': -1.7025000336628349, 'beta_5': 2.392680746874816, 'beta_6': -0.623088881689098, 'beta_7': -1.4215510836106224, 'beta_8': 1.5603057078538038, 'beta_9': 1.4350614091844065, 'beta_10': 1.4039667623901273, 'beta_11': 1.7913326269666547, 'beta_12': 3.122681690540877, 'beta_13': 2.954361352971397, 'beta_14': -0.009744891968614111, 'beta_15': 1.0628909171104222, 'beta_16': 1.5809772347970044, 'beta_17': -2.672218722732634, 'beta_18': 0.032058474431573, 'beta_19': -1.4106460520179886, 'beta_20': 2.7572527030817002, 'beta_21': 1.5483020319419905, 'beta_22': -1.9985769439416097, 'beta_23': 1.9371983391010936, 'beta_24': -2.0459789868497618, 'beta_25': -0.627022427897888, 'beta_26': 1.169704097148843, 'beta_27': -2.4213265221809124, 'beta_28': -0.3016788077021739, 'beta_29': -2.426076633460266, 'beta_30': -0.6160151779477423, 'beta_31': 2.9787996832600707, 'beta_32': -1.85201329668385, 'beta_33': -2.1331525331858834, 'beta_34': -0.6237424453344138}. Best is trial 36 with value: -32.34874999999999.
[I 2021-08-06 04:00:44,057] Trial 53 finished with value: -31.464499999999994 and parameters: {'optimizer': 'COBYLA', 'reps': 40, 'gamma_0': -2.5782419288809426, 'gamma_1': -0.9843937670106538, 'gamma_2': -0.8377560235229755, 'gamma_3': 0.4460108649518842, 'gamma_4': -2.631761253834738, 'gamma_5': -0.7529297711901369, 'gamma_6': 0.9131684334140717, 'gamma_7': 0.064415398985841, 'gamma_8': -2.5201592507490145, 'gamma_9': 1.9659152285058863, 'gamma_10': -0.5653056749925038, 'gamma_11': 1.1962626502535083, 'gamma_12': 0.5285276866307953, 'gamma_13': -1.3056762165901898, 'gamma_14': -2.023949725922169, 'gamma_15': -2.614753374463532, 'gamma_16': -0.29279384013717236, 'gamma_17': -2.424419494472274, 'gamma_18': -1.0618795547646214, 'gamma_19': 1.2298925700377508, 'gamma_20': 2.746329554112328, 'gamma_21': 2.388857098103929, 'gamma_22': -1.5516674492608957, 'gamma_23': -1.5038340304936275, 'gamma_24': 2.277163238868484, 'gamma_25': 2.029359173051528, 'gamma_26': -0.2428577290060493, 'gamma_27': 1.8090759768157458, 'gamma_28': -2.249646538494854, 'gamma_29': -1.804030838188615, 'gamma_30': 0.22382666926969674, 'gamma_31': -2.623121996809253, 'gamma_32': -2.504216971936872, 'gamma_33': 1.8278101145575292, 'gamma_34': -2.988342273090325, 'gamma_35': -1.0977058196193366, 'gamma_36': 2.055369592236738, 'gamma_37': -2.107755501811416, 'gamma_38': -0.809579610855135, 'gamma_39': 1.4412405653132954, 'beta_0': -1.3583888825546235, 'beta_1': 1.3144412732583899, 'beta_2': -0.3393668327968914, 'beta_3': 0.25339942199174537, 'beta_4': -1.9542700430930788, 'beta_5': 2.274564105135513, 'beta_6': -1.8160175557807396, 'beta_7': -1.8022864171223676, 'beta_8': 1.5431905501794434, 'beta_9': 1.9276067682152485, 'beta_10': 2.003523726898058, 'beta_11': 1.2395361199963775, 'beta_12': 1.5015055344704458, 'beta_13': -1.6842515541634362, 'beta_14': -0.025080418472572353, 'beta_15': 0.9963871285693192, 'beta_16': 1.0677734433101653, 'beta_17': -2.1709857181946957, 'beta_18': 0.035685464751282, 'beta_19': -2.2260645716027403, 'beta_20': 2.7653723306916183, 'beta_21': 1.5012937586938864, 'beta_22': -1.8543073577124214, 'beta_23': 1.9426100516501728, 'beta_24': -2.049248777954592, 'beta_25': -0.5919204528248416, 'beta_26': 1.7700391378691667, 'beta_27': -2.191843709531601, 'beta_28': -0.6419840381912053, 'beta_29': -2.2971076277353357, 'beta_30': -0.7454752036241429, 'beta_31': 1.1610837345774292, 'beta_32': 0.513935938819891, 'beta_33': -1.6418777367262585, 'beta_34': -0.7529628399621668, 'beta_35': -2.528665662715045, 'beta_36': 0.2747827311951599, 'beta_37': -1.0354484471208607, 'beta_38': -3.1176211075917215, 'beta_39': -2.842621489717918}. Best is trial 36 with value: -32.34874999999999.
[I 2021-08-06 04:13:36,072] Trial 54 finished with value: -30.886875 and parameters: {'optimizer': 'COBYLA', 'reps': 29, 'gamma_0': 0.5171336221902177, 'gamma_1': -1.8134416956214798, 'gamma_2': -1.3827341437174834, 'gamma_3': 0.2756251992139848, 'gamma_4': -2.8409582957468285, 'gamma_5': -1.2519696211068654, 'gamma_6': 0.5751255003500882, 'gamma_7': -0.32894448424356615, 'gamma_8': -2.836402447286158, 'gamma_9': 2.3328077868875488, 'gamma_10': -0.10500744096100562, 'gamma_11': 0.5410932418906502, 'gamma_12': -0.5448708425234735, 'gamma_13': -1.8427120460499544, 'gamma_14': -1.4603657457666084, 'gamma_15': -3.118388144497941, 'gamma_16': -1.3122382473960408, 'gamma_17': -3.113129940420589, 'gamma_18': -0.0818223487220544, 'gamma_19': 0.5552290969139727, 'gamma_20': 2.1838440386685, 'gamma_21': 2.5292340114448018, 'gamma_22': -2.259984660637619, 'gamma_23': -1.1416992039583844, 'gamma_24': 2.040649858093958, 'gamma_25': 1.336732433281397, 'gamma_26': -0.5997973061771811, 'gamma_27': 1.2536963711156073, 'gamma_28': -1.0110259837687958, 'beta_0': -0.9727949888962873, 'beta_1': 2.5913463247746638, 'beta_2': -2.5039092277916497, 'beta_3': -1.2810971957348705, 'beta_4': -1.7474864486160546, 'beta_5': 2.722050275207729, 'beta_6': -0.7890016043922115, 'beta_7': -1.2419512976976157, 'beta_8': 1.0229282502587207, 'beta_9': 3.028260356231096, 'beta_10': 1.1553015670119204, 'beta_11': 1.8908888944445514, 'beta_12': 3.133653921976386, 'beta_13': 2.901620672445868, 'beta_14': -0.4626752491216101, 'beta_15': 1.4775984806396147, 'beta_16': 2.711864291493974, 'beta_17': -2.636785489659733, 'beta_18': 0.4375192246383086, 'beta_19': -0.8878572013192924, 'beta_20': 1.832718482698795, 'beta_21': 2.438180056587983, 'beta_22': -2.712111740152337, 'beta_23': 2.3007262868947884, 'beta_24': -2.2482235215696793, 'beta_25': -1.5469056368340284, 'beta_26': 2.4316989247398997, 'beta_27': -3.08733360584812, 'beta_28': -0.24529511049525354}. Best is trial 36 with value: -32.34874999999999.
[I 2021-08-06 04:29:20,824] Trial 55 finished with value: -31.19550000000001 and parameters: {'optimizer': 'COBYLA', 'reps': 36, 'gamma_0': -2.090934532300216, 'gamma_1': -1.5818355882737931, 'gamma_2': -1.848434610802418, 'gamma_3': 1.1310921545725712, 'gamma_4': -1.9550970330564925, 'gamma_5': -0.7267991780108252, 'gamma_6': 0.9100737050995789, 'gamma_7': 0.9458420776193863, 'gamma_8': -0.9586479391950073, 'gamma_9': 1.5142232524090213, 'gamma_10': -1.1145958761138521, 'gamma_11': 1.692779486290489, 'gamma_12': 0.257956943052144, 'gamma_13': -2.2870681383054614, 'gamma_14': 0.8257405889701162, 'gamma_15': -1.7223891141117997, 'gamma_16': -2.1615191036708383, 'gamma_17': -2.659791440431608, 'gamma_18': 0.7672111047771581, 'gamma_19': -0.3007783513841884, 'gamma_20': 3.1383966925255558, 'gamma_21': -0.23757349903912311, 'gamma_22': 3.073661685064806, 'gamma_23': -2.7875692103064695, 'gamma_24': 2.473339538262265, 'gamma_25': -0.15867459073027268, 'gamma_26': 0.8326138861362687, 'gamma_27': 0.6658617477041981, 'gamma_28': -0.5628083147404874, 'gamma_29': -3.0436665792232294, 'gamma_30': -1.578925825394213, 'gamma_31': -2.7377202775407956, 'gamma_32': 0.6283972032903815, 'gamma_33': 0.29077344084547885, 'gamma_34': -1.165239587232081, 'gamma_35': 0.681725078128665, 'beta_0': -2.4460155974055775, 'beta_1': 2.1731738642373224, 'beta_2': -2.517081308184723, 'beta_3': -0.6781873946914431, 'beta_4': -1.6074132817429714, 'beta_5': 1.0949246649979263, 'beta_6': -0.10622585490037095, 'beta_7': -0.16248830101313416, 'beta_8': 2.401802356518343, 'beta_9': -1.275840517063116, 'beta_10': 0.7162029269320265, 'beta_11': 1.725550698753874, 'beta_12': 2.159537465953659, 'beta_13': 2.463465218131734, 'beta_14': -0.8922889901522206, 'beta_15': 0.014268112581364512, 'beta_16': 2.1565750664344105, 'beta_17': -1.6777267669833518, 'beta_18': 0.07745077456741332, 'beta_19': -1.1456468462048368, 'beta_20': 2.9373747359943345, 'beta_21': 0.7574236360114027, 'beta_22': 0.7816622407908319, 'beta_23': 1.5328908421725345, 'beta_24': -1.0443220647418747, 'beta_25': -0.6050071863709869, 'beta_26': 0.5073561710449426, 'beta_27': -0.9715158804104072, 'beta_28': -1.4661078110842996, 'beta_29': -1.7238077959948803, 'beta_30': 0.6141158072731875, 'beta_31': 2.2059637754717345, 'beta_32': -0.9964110235853775, 'beta_33': -2.610755903631533, 'beta_34': -0.6355696729357635, 'beta_35': 0.006467306143945084}. Best is trial 36 with value: -32.34874999999999.
[I 2021-08-06 05:20:06,899] Trial 56 finished with value: -28.165375 and parameters: {'optimizer': 'QN-SPSA', 'reps': 32, 'gamma_0': -3.132226398995881, 'gamma_1': -2.175998935547775, 'gamma_2': -0.5305388976529853, 'gamma_3': -0.3830254606214168, 'gamma_4': -2.3802023970194797, 'gamma_5': -1.8936112965634662, 'gamma_6': 1.7337693347881198, 'gamma_7': -0.9477405951344521, 'gamma_8': 0.2620983403935032, 'gamma_9': 2.15712229009331, 'gamma_10': 0.2509937826734854, 'gamma_11': 2.4355529534172473, 'gamma_12': -0.17244706533996362, 'gamma_13': -0.7197653472168195, 'gamma_14': -3.092151459057321, 'gamma_15': -2.796009560621763, 'gamma_16': 2.879098150775678, 'gamma_17': -2.160957287742881, 'gamma_18': 0.20574436464675205, 'gamma_19': 2.667215813220728, 'gamma_20': 2.4017501709970706, 'gamma_21': 3.022554325792071, 'gamma_22': -1.0160016340132392, 'gamma_23': -1.2425243073781997, 'gamma_24': 2.7985662452287587, 'gamma_25': -0.9875166646332001, 'gamma_26': -1.342244812869532, 'gamma_27': 2.5016515695841592, 'gamma_28': 0.31079722559205347, 'gamma_29': -2.3811654606638584, 'gamma_30': 1.2925814890419367, 'gamma_31': -3.0695654171968285, 'beta_0': 2.7914480873126135, 'beta_1': 0.7876869652042842, 'beta_2': -1.2385683379047507, 'beta_3': -1.131881565858952, 'beta_4': -2.268115943536674, 'beta_5': 1.8055187018063217, 'beta_6': -1.2765746850941277, 'beta_7': -2.1822765317115116, 'beta_8': 1.251496055589714, 'beta_9': -1.750491994542581, 'beta_10': 1.880004968691811, 'beta_11': 2.5777118524746605, 'beta_12': 0.23218045624308392, 'beta_13': 0.18069812440763855, 'beta_14': -0.08462425131308399, 'beta_15': 1.7050304756883543, 'beta_16': 1.4973399254791373, 'beta_17': -3.0916261592044982, 'beta_18': -0.7959445700279906, 'beta_19': -0.3203577341806121, 'beta_20': 2.2834616684235747, 'beta_21': 1.7415808580711636, 'beta_22': -3.0622108328864126, 'beta_23': 1.0204401785268542, 'beta_24': -2.806398927066625, 'beta_25': -1.8870837040326653, 'beta_26': 0.08299090657991459, 'beta_27': -2.3610731704027805, 'beta_28': -1.064019547298619, 'beta_29': -1.075390510002853, 'beta_30': -0.7145098991812506, 'beta_31': 3.119974230902929}. Best is trial 36 with value: -32.34874999999999.
[I 2021-08-06 05:59:00,021] Trial 57 finished with value: -26.643749999999997 and parameters: {'optimizer': 'SPSA', 'reps': 43, 'gamma_0': -2.3975140946381077, 'gamma_1': 0.006691789217244337, 'gamma_2': 0.6382622754529347, 'gamma_3': 0.11474219652247519, 'gamma_4': -2.8852441188971025, 'gamma_5': -0.0389690878456293, 'gamma_6': 1.2058849914545653, 'gamma_7': 3.0774496689415067, 'gamma_8': -0.3478384146776956, 'gamma_9': 2.856326786812521, 'gamma_10': 0.90942998751097, 'gamma_11': -0.27516249627205847, 'gamma_12': -1.4281240600605682, 'gamma_13': -1.2926329931795895, 'gamma_14': -2.5927889824466535, 'gamma_15': -2.446382185714075, 'gamma_16': -0.911922046640781, 'gamma_17': -3.108074832639049, 'gamma_18': -0.42621314620781986, 'gamma_19': 1.651377539775472, 'gamma_20': 2.9671569499039085, 'gamma_21': 1.4698017888657553, 'gamma_22': -0.5630136195309356, 'gamma_23': -1.7271931540400325, 'gamma_24': 2.2352458229627694, 'gamma_25': 2.757217939159418, 'gamma_26': 0.815034467949323, 'gamma_27': 1.2666217603482668, 'gamma_28': -1.3230317793575486, 'gamma_29': -1.4063595112982468, 'gamma_30': -1.1818609693316544, 'gamma_31': -1.619586518454467, 'gamma_32': -2.4104539534615768, 'gamma_33': 2.3724837817558297, 'gamma_34': -3.1110911267736947, 'gamma_35': 2.022093734733456, 'gamma_36': -1.1081898450067522, 'gamma_37': 3.1017973936885506, 'gamma_38': -2.9454763679772946, 'gamma_39': 1.9730909591403574, 'gamma_40': -3.085127451143853, 'gamma_41': -1.4568108022742636, 'gamma_42': 1.146988391081161, 'beta_0': -2.872670132999085, 'beta_1': 1.2033477270703126, 'beta_2': -1.6601204010163049, 'beta_3': -0.4798344036372346, 'beta_4': -1.234117295235486, 'beta_5': 1.4578115024410563, 'beta_6': 0.29520375941775745, 'beta_7': -1.1829641005191753, 'beta_8': 2.0834343183801245, 'beta_9': 1.0118264979577787, 'beta_10': 0.4074207419055144, 'beta_11': 0.8418923598928325, 'beta_12': 1.0140575538314662, 'beta_13': -1.1970627944812322, 'beta_14': 1.1997320263283098, 'beta_15': 1.1537929215341747, 'beta_16': 1.920908331206908, 'beta_17': 1.6681041347267955, 'beta_18': -0.4239871006803864, 'beta_19': 0.3459163461301349, 'beta_20': 2.8940038807106983, 'beta_21': -1.0818157568769649, 'beta_22': -1.1977113121478598, 'beta_23': 2.352184051733471, 'beta_24': -0.3597362575458156, 'beta_25': 2.732725099076903, 'beta_26': 1.3554564574079124, 'beta_27': -1.529854564744813, 'beta_28': 0.9962172850773792, 'beta_29': -2.6401995218265615, 'beta_30': -1.7339966035972008, 'beta_31': -0.6172424943263675, 'beta_32': -2.631577075967394, 'beta_33': -2.057055349492927, 'beta_34': -1.7689716254225447, 'beta_35': 3.1405006546470586, 'beta_36': 2.247448021171371, 'beta_37': 2.5651378103941704, 'beta_38': -1.1186174908296063, 'beta_39': 3.0858744184910094, 'beta_40': 1.8645745002205212, 'beta_41': -2.945703481043863, 'beta_42': 1.3453801655785944}. Best is trial 36 with value: -32.34874999999999.
[I 2021-08-06 06:10:14,041] Trial 58 finished with value: -30.861625000000007 and parameters: {'optimizer': 'COBYLA', 'reps': 28, 'gamma_0': -2.862207276703777, 'gamma_1': -2.5569967161985905, 'gamma_2': -2.676975649250561, 'gamma_3': -1.1054661302124005, 'gamma_4': -2.2067017387777117, 'gamma_5': -0.3218149116059619, 'gamma_6': 0.34958388599303286, 'gamma_7': -3.007427867519894, 'gamma_8': -1.6471377884421146, 'gamma_9': 0.41947286604873013, 'gamma_10': -1.8745562378593008, 'gamma_11': 3.114016173521481, 'gamma_12': 1.003274240840086, 'gamma_13': -2.677542164540415, 'gamma_14': -0.2600061616105731, 'gamma_15': 0.018280661882422763, 'gamma_16': -1.4174503660203044, 'gamma_17': -1.7797895258100223, 'gamma_18': -1.869652493283958, 'gamma_19': 1.1605951608351956, 'gamma_20': 1.003065234040227, 'gamma_21': -0.6489671657906649, 'gamma_22': -2.8347697823944147, 'gamma_23': -0.5972818459962701, 'gamma_24': 0.6557021010013863, 'gamma_25': 0.5766100299324245, 'gamma_26': 0.25569656906569166, 'gamma_27': 0.07663883103070102, 'beta_0': 2.271415816048521, 'beta_1': 1.7675094262844735, 'beta_2': -2.9804838661802258, 'beta_3': 0.21776267659902437, 'beta_4': -2.7688020629367753, 'beta_5': 2.6222153112685245, 'beta_6': 0.5539611442337731, 'beta_7': 2.8134482328980748, 'beta_8': 1.6215293887883182, 'beta_9': 0.5615867641877882, 'beta_10': 2.542596795733175, 'beta_11': 1.1071818348372666, 'beta_12': 1.710106581726416, 'beta_13': -0.6574658531523997, 'beta_14': -1.496015976843104, 'beta_15': -0.48058045906860447, 'beta_16': 1.2259604903012518, 'beta_17': -2.6685215604079846, 'beta_18': 0.3558745380220811, 'beta_19': 1.2450645677542829, 'beta_20': 3.1356815122033552, 'beta_21': -1.8034000391523812, 'beta_22': -2.273458228031124, 'beta_23': 1.85752995415213, 'beta_24': -1.9950474323158143, 'beta_25': -0.254925449593029, 'beta_26': 0.8008610462301973, 'beta_27': -2.893685534456488}. Best is trial 36 with value: -32.34874999999999.
[I 2021-08-06 06:20:14,346] Trial 59 finished with value: -30.442625000000003 and parameters: {'optimizer': 'COBYLA', 'reps': 24, 'gamma_0': -3.136573953084663, 'gamma_1': -0.6129890317994803, 'gamma_2': -0.28149507959906095, 'gamma_3': 0.9548821460431525, 'gamma_4': 3.137700105781713, 'gamma_5': -1.1713551499806039, 'gamma_6': -0.7506862820562825, 'gamma_7': 0.2066181849628218, 'gamma_8': -3.0421468914224454, 'gamma_9': 2.4508955884500243, 'gamma_10': 0.5077065400548253, 'gamma_11': 1.195883246090177, 'gamma_12': -0.9425020826844905, 'gamma_13': -1.4804712787222314, 'gamma_14': 0.18145548320519156, 'gamma_15': 0.9648642215430321, 'gamma_16': 0.1901756617652246, 'gamma_17': -2.255779705605976, 'gamma_18': -3.0549924155582917, 'gamma_19': 0.7373568081744302, 'gamma_20': -0.7098717571231461, 'gamma_21': -1.6632634220025784, 'gamma_22': -2.0566515821733438, 'gamma_23': -2.1372875533190956, 'beta_0': -1.9846888657580772, 'beta_1': 0.9355165643414778, 'beta_2': -2.0603230763242446, 'beta_3': 0.888786735724493, 'beta_4': 0.17209751783757882, 'beta_5': 2.3030811488950893, 'beta_6': -0.33008255048673707, 'beta_7': -0.4819343473888066, 'beta_8': 2.8196669740663434, 'beta_9': 2.671331447291485, 'beta_10': -2.2178535810472946, 'beta_11': 2.854892660320502, 'beta_12': 0.6555769857156257, 'beta_13': 1.9421052895829245, 'beta_14': 0.5428963871069874, 'beta_15': 2.3052315623833444, 'beta_16': 0.853308734224639, 'beta_17': 2.6281472245620763, 'beta_18': 0.7164233798489108, 'beta_19': -1.9763042679053244, 'beta_20': 1.8996217844829095, 'beta_21': -0.5703049991958508, 'beta_22': -0.1293172422873886, 'beta_23': 0.00847933977362647}. Best is trial 36 with value: -32.34874999999999.
[I 2021-08-06 06:34:42,285] Trial 60 finished with value: -30.909875000000003 and parameters: {'optimizer': 'COBYLA', 'reps': 33, 'gamma_0': -2.5225381182118656, 'gamma_1': -1.4548412275826423, 'gamma_2': 1.2614918619253195, 'gamma_3': 1.5738045976849628, 'gamma_4': -1.222000654150497, 'gamma_5': -0.5770151433049779, 'gamma_6': -2.509274557090927, 'gamma_7': -1.5535458364545718, 'gamma_8': -1.4147374067374283, 'gamma_9': 1.7581464155314652, 'gamma_10': -0.059107182503598976, 'gamma_11': 0.6773900311808213, 'gamma_12': -0.5327129382295674, 'gamma_13': 2.650431635123455, 'gamma_14': 2.421089527194306, 'gamma_15': -0.6758707538210049, 'gamma_16': -0.5862076347850005, 'gamma_17': 0.4244309188361828, 'gamma_18': 0.9976600714373344, 'gamma_19': 1.9699239951826166, 'gamma_20': -0.25947721927678613, 'gamma_21': -0.8323446595669196, 'gamma_22': -1.5059748996589115, 'gamma_23': 0.11919139623914043, 'gamma_24': 1.8958465487096627, 'gamma_25': 2.2012330318927154, 'gamma_26': -0.4385087408363182, 'gamma_27': -0.40758877441951136, 'gamma_28': -2.0075591237824923, 'gamma_29': -1.9806789349878273, 'gamma_30': -0.08662933225133806, 'gamma_31': 0.2979387342265679, 'gamma_32': -3.0734866639141285, 'beta_0': 0.779152019574575, 'beta_1': 1.5377229286661793, 'beta_2': -2.4060325215310554, 'beta_3': -0.8596827126141168, 'beta_4': -0.6663330286662055, 'beta_5': 2.8815007661677727, 'beta_6': -1.5540225837585684, 'beta_7': -2.3953329446341827, 'beta_8': -0.0019928391286303526, 'beta_9': 1.6687766774811454, 'beta_10': 1.1506772072744882, 'beta_11': 1.3494192572410146, 'beta_12': 1.1777428100250564, 'beta_13': -0.1022327723197588, 'beta_14': -0.2540196314250919, 'beta_15': 0.6801770987267364, 'beta_16': 2.3339872165483015, 'beta_17': -2.066127565120524, 'beta_18': 1.16149208649739, 'beta_19': -1.3357331510882882, 'beta_20': 2.36873150904239, 'beta_21': 0.12889054775092124, 'beta_22': 0.3499193022013102, 'beta_23': -0.9058407040317908, 'beta_24': 0.05011142453301831, 'beta_25': -0.8107974001749149, 'beta_26': -3.1298679828885483, 'beta_27': -0.9003196621277036, 'beta_28': -0.3769583425722487, 'beta_29': -2.0109342544181157, 'beta_30': -0.14229719289854703, 'beta_31': 1.6743592023829286, 'beta_32': 0.2680072650741978}. Best is trial 36 with value: -32.34874999999999.
[I 2021-08-06 06:50:00,622] Trial 61 finished with value: -31.798125 and parameters: {'optimizer': 'COBYLA', 'reps': 35, 'gamma_0': -2.9180422929535474, 'gamma_1': -1.043179776406114, 'gamma_2': -1.3159041553660722, 'gamma_3': 0.6712330765525828, 'gamma_4': -1.497530800240563, 'gamma_5': -0.1193887437937809, 'gamma_6': -0.078220617006867, 'gamma_7': -0.41452045617932753, 'gamma_8': -2.1558583749625018, 'gamma_9': 2.5779373882782934, 'gamma_10': -0.2492694496884325, 'gamma_11': 0.36192234383465266, 'gamma_12': -3.0002882560695885, 'gamma_13': -0.48945822337507267, 'gamma_14': -1.140007123871509, 'gamma_15': -2.221057674048208, 'gamma_16': -1.1235634296456618, 'gamma_17': -2.856228695080435, 'gamma_18': -0.6937378871525359, 'gamma_19': 3.0709389130507483, 'gamma_20': 1.4116009129222207, 'gamma_21': 1.217497062043575, 'gamma_22': -1.1666592757640193, 'gamma_23': -0.8917055068963966, 'gamma_24': 1.4040485368322693, 'gamma_25': 1.3448386083769859, 'gamma_26': 0.5594789677058212, 'gamma_27': 0.06065310992572648, 'gamma_28': -1.5490325075056068, 'gamma_29': -3.131714417249477, 'gamma_30': -0.16717508010915771, 'gamma_31': -0.8296592781256522, 'gamma_32': -1.3353121880010612, 'gamma_33': 3.0307699457489647, 'gamma_34': -1.8712702921302409, 'beta_0': -1.436506317932606, 'beta_1': 1.735318279029592, 'beta_2': -2.9288980362923023, 'beta_3': -0.24538119936377328, 'beta_4': -0.8416265485930212, 'beta_5': 1.9187400531992491, 'beta_6': -0.5427268350547519, 'beta_7': -0.7029812125268429, 'beta_8': 1.9576294304255581, 'beta_9': 1.5890593780445434, 'beta_10': 1.5413960574516734, 'beta_11': 1.6769719981657008, 'beta_12': 2.6338572808798593, 'beta_13': 3.1240715605403153, 'beta_14': 0.9033150566325547, 'beta_15': 0.5732571963211697, 'beta_16': 1.5991437449067973, 'beta_17': -2.866362246949949, 'beta_18': -0.20564992796993134, 'beta_19': -1.4757617097438889, 'beta_20': 2.750709889076681, 'beta_21': 0.9325085953774072, 'beta_22': -1.7335213767369002, 'beta_23': 2.6173729623061246, 'beta_24': -1.6198687809009906, 'beta_25': -1.0593805210867115, 'beta_26': 1.147694499453554, 'beta_27': -2.8155281489661244, 'beta_28': 0.33834376214622236, 'beta_29': -3.0830597621911067, 'beta_30': 2.4449865812138585, 'beta_31': 2.688271992166054, 'beta_32': -1.712373000299832, 'beta_33': -0.4098926618966021, 'beta_34': -0.07498634327845335}. Best is trial 36 with value: -32.34874999999999.
[I 2021-08-06 07:03:40,012] Trial 62 finished with value: -31.508374999999994 and parameters: {'optimizer': 'COBYLA', 'reps': 31, 'gamma_0': -2.800151351736322, 'gamma_1': -1.0687097160978127, 'gamma_2': -1.0301103493614807, 'gamma_3': 0.4324663902108836, 'gamma_4': -1.8384277076275177, 'gamma_5': 3.063943857040769, 'gamma_6': 0.16894205779325094, 'gamma_7': -0.7113948251118097, 'gamma_8': -2.5255255087724233, 'gamma_9': 2.8518724878496893, 'gamma_10': -0.5850720525513051, 'gamma_11': 0.880726468653963, 'gamma_12': -2.8272944160716955, 'gamma_13': -1.1237618278156267, 'gamma_14': -0.6498720813112201, 'gamma_15': -2.5162587412513946, 'gamma_16': -0.8822927216574885, 'gamma_17': -2.866029840239933, 'gamma_18': -0.5870694514390735, 'gamma_19': 3.139176141647402, 'gamma_20': 2.007651587696603, 'gamma_21': 0.45872330122141713, 'gamma_22': -1.200707898813588, 'gamma_23': -1.2909551331085969, 'gamma_24': 2.3409162074362864, 'gamma_25': 1.209311014013751, 'gamma_26': 0.29435525589125416, 'gamma_27': 1.032268860871563, 'gamma_28': -2.4942199990640983, 'gamma_29': -2.482755561737802, 'gamma_30': -0.8133755530909714, 'beta_0': -0.9047557280988872, 'beta_1': 2.429250672461151, 'beta_2': -3.1044857994387036, 'beta_3': -0.1687771410105173, 'beta_4': -1.3092721294017595, 'beta_5': 0.8192333729122746, 'beta_6': -0.9571381524599363, 'beta_7': -0.8972090937682963, 'beta_8': 0.86516808803353, 'beta_9': 1.2196484034934054, 'beta_10': 1.9087711554053295, 'beta_11': 2.053556792428549, 'beta_12': 2.0612141304871714, 'beta_13': 3.0947902676533685, 'beta_14': 0.24683555824429898, 'beta_15': -1.099994535642816, 'beta_16': 1.8502738889908934, 'beta_17': -2.7830857307868304, 'beta_18': -0.362259218983047, 'beta_19': -0.6979978555228493, 'beta_20': 2.648253665814905, 'beta_21': 1.069878252538396, 'beta_22': -1.441842604576924, 'beta_23': 2.8310189916922632, 'beta_24': -2.466614479360745, 'beta_25': -2.4188350736734128, 'beta_26': 1.1817921012113377, 'beta_27': 3.1054060289815957, 'beta_28': 0.19057551699940634, 'beta_29': -2.697490225855856, 'beta_30': 1.6413264268201821}. Best is trial 36 with value: -32.34874999999999.
[I 2021-08-06 07:18:32,199] Trial 63 finished with value: -30.4945 and parameters: {'optimizer': 'COBYLA', 'reps': 34, 'gamma_0': -2.9473862922316916, 'gamma_1': -1.822760625940906, 'gamma_2': -1.5030455390426287, 'gamma_3': -0.08135011633672407, 'gamma_4': -1.6679704814188288, 'gamma_5': -0.8382781837461959, 'gamma_6': 0.8139457270077872, 'gamma_7': -0.0936328473723394, 'gamma_8': -2.0936639700998563, 'gamma_9': 2.0388263601413357, 'gamma_10': -0.3483682111674282, 'gamma_11': 1.1682522542623603, 'gamma_12': -2.3486930681797307, 'gamma_13': -0.8957045560544323, 'gamma_14': -1.8000736001082884, 'gamma_15': -2.9176856913943787, 'gamma_16': 1.9383553742977233, 'gamma_17': -2.6110288897065277, 'gamma_18': -1.1226708677390809, 'gamma_19': 2.838185999876174, 'gamma_20': 2.2757707281752038, 'gamma_21': 1.940490846066885, 'gamma_22': -1.8995238755967547, 'gamma_23': -1.460022517138984, 'gamma_24': 1.1066114020541753, 'gamma_25': 1.6968866206592712, 'gamma_26': 0.5821822122465534, 'gamma_27': 0.3275786943129635, 'gamma_28': -1.4914545593942385, 'gamma_29': -2.7471736483857834, 'gamma_30': 0.20060410783833238, 'gamma_31': -1.8737588962881102, 'gamma_32': -1.6114509832543829, 'gamma_33': 1.6091384523175412, 'beta_0': -0.5297816487251426, 'beta_1': 1.5230324305715819, 'beta_2': -3.1242918727580413, 'beta_3': -0.6920091210609761, 'beta_4': -1.0414891382118043, 'beta_5': 2.1492039543022803, 'beta_6': 0.005664131100071246, 'beta_7': -0.05033503087816238, 'beta_8': 1.3027617982263915, 'beta_9': 1.4850206586596006, 'beta_10': 1.6949632098801461, 'beta_11': 2.2415345492648617, 'beta_12': 2.3621054479266195, 'beta_13': 2.5939663799180184, 'beta_14': 0.48708885145915537, 'beta_15': 0.3863968724725973, 'beta_16': 0.9378251611735673, 'beta_17': -2.2998554438584753, 'beta_18': -0.019130498872890242, 'beta_19': -0.00937539732834039, 'beta_20': 2.110939779758996, 'beta_21': 1.3285159595492901, 'beta_22': 0.9362380214594859, 'beta_23': 1.5563649522191003, 'beta_24': -1.7648532695516246, 'beta_25': -1.3375785916892724, 'beta_26': 0.524708485222265, 'beta_27': -1.8153238166494288, 'beta_28': 0.646403524360218, 'beta_29': -2.0544292007700835, 'beta_30': 0.4491863962648336, 'beta_31': 2.417244925032482, 'beta_32': -2.1255855270607467, 'beta_33': 0.269587190756595}. Best is trial 36 with value: -32.34874999999999.
[I 2021-08-06 07:36:13,398] Trial 64 finished with value: -32.535124999999994 and parameters: {'optimizer': 'COBYLA', 'reps': 40, 'gamma_0': -1.94703040522553, 'gamma_1': -1.1494633287675202, 'gamma_2': -1.8374743355898122, 'gamma_3': 0.6177687615387184, 'gamma_4': -0.5853668806967924, 'gamma_5': -1.615785359157894, 'gamma_6': -0.48460007373222147, 'gamma_7': 0.506985993692377, 'gamma_8': -0.8295591293026463, 'gamma_9': 1.4255546118118976, 'gamma_10': 0.11344286031385287, 'gamma_11': 2.0293158540118905, 'gamma_12': -2.6472041888140474, 'gamma_13': 0.38408388517263214, 'gamma_14': -0.3868629902797461, 'gamma_15': -3.118685063673155, 'gamma_16': -0.44579839490856865, 'gamma_17': -2.910929538170228, 'gamma_18': -0.018147640856641778, 'gamma_19': 2.381832788154446, 'gamma_20': -1.0311956431926477, 'gamma_21': -0.1669580822889662, 'gamma_22': -1.5384065639729099, 'gamma_23': -0.3896736330210683, 'gamma_24': 1.6130374828502831, 'gamma_25': 0.6133325320978775, 'gamma_26': 1.4490386123647536, 'gamma_27': -0.20322427274805127, 'gamma_28': -0.9996254141789191, 'gamma_29': -3.130923475264935, 'gamma_30': 2.221634317349503, 'gamma_31': -2.2697916385934023, 'gamma_32': -2.167795333865566, 'gamma_33': 2.520303553944984, 'gamma_34': -2.4781083761993816, 'gamma_35': -1.642188703891461, 'gamma_36': 0.5259706950311311, 'gamma_37': 0.655076594456528, 'gamma_38': 1.1779357770930243, 'gamma_39': 1.9497986290097606, 'beta_0': 0.0755418231656495, 'beta_1': 1.162344064475889, 'beta_2': -0.9305255060191395, 'beta_3': 0.01201084578064271, 'beta_4': -1.7076121562076239, 'beta_5': 2.475287662474933, 'beta_6': -0.6216971931120426, 'beta_7': -1.3429193831937056, 'beta_8': 1.7515568383952396, 'beta_9': 2.0949057264886632, 'beta_10': 1.283330710051653, 'beta_11': 1.6825581919456414, 'beta_12': 2.9433703197976295, 'beta_13': 2.8812565643593167, 'beta_14': -0.5773203585887698, 'beta_15': 0.9393962862711347, 'beta_16': 1.5521596025489635, 'beta_17': -3.1090456463135947, 'beta_18': 0.30224948491618575, 'beta_19': -2.7277525953881536, 'beta_20': 3.1320404061184566, 'beta_21': 1.7537274486222811, 'beta_22': -0.8071610164883513, 'beta_23': 2.8342080659281237, 'beta_24': -3.1142272870328327, 'beta_25': 0.03938337243723746, 'beta_26': 1.8378490682995237, 'beta_27': -0.16535333880440772, 'beta_28': 0.08895125637403423, 'beta_29': -1.4044899961045607, 'beta_30': 0.9658792099095437, 'beta_31': 2.7144926171116444, 'beta_32': -1.171684909896888, 'beta_33': -2.015568807278056, 'beta_34': -2.880042767617035, 'beta_35': 2.0316569063945753, 'beta_36': 3.1379326476248552, 'beta_37': 0.035164542957881254, 'beta_38': 2.9989704111885853, 'beta_39': -1.255071797212397}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-06 07:54:40,176] Trial 65 finished with value: -31.616374999999998 and parameters: {'optimizer': 'COBYLA', 'reps': 42, 'gamma_0': -2.2068569759499344, 'gamma_1': -0.20696956323043025, 'gamma_2': -1.9202882324401302, 'gamma_3': 1.015071439330415, 'gamma_4': -0.5912383777064116, 'gamma_5': -1.6677143154752776, 'gamma_6': -0.3238431588342704, 'gamma_7': 0.48246824012243555, 'gamma_8': -0.8256216273988266, 'gamma_9': 1.2574390505948185, 'gamma_10': 0.09293684426039237, 'gamma_11': 2.0468405847305333, 'gamma_12': 0.08905505153273541, 'gamma_13': 0.6973748737193506, 'gamma_14': -0.9397128182039547, 'gamma_15': -3.1330558514377134, 'gamma_16': -0.43716020549367374, 'gamma_17': -3.120862038011792, 'gamma_18': 0.006828016718110452, 'gamma_19': 2.454418839035796, 'gamma_20': -0.9942283245029819, 'gamma_21': -1.2488187639276145, 'gamma_22': -2.3476705970352096, 'gamma_23': -0.31679386390942954, 'gamma_24': 0.7240589845010648, 'gamma_25': 0.7691068759160011, 'gamma_26': 1.5855264143917445, 'gamma_27': -0.20502063397084203, 'gamma_28': -0.6371969407037641, 'gamma_29': -3.1320886141958626, 'gamma_30': 3.013904652184755, 'gamma_31': -2.259611943885316, 'gamma_32': -2.3238334969169787, 'gamma_33': 2.375638489268527, 'gamma_34': -2.5283488049832257, 'gamma_35': -1.73868011727169, 'gamma_36': 0.2177806848166591, 'gamma_37': 0.5422815032630128, 'gamma_38': 1.1950570844874335, 'gamma_39': 2.155116800598004, 'gamma_40': -1.8493322770953116, 'gamma_41': 2.920666002376895, 'beta_0': -0.0292240817535242, 'beta_1': 1.1323927798506168, 'beta_2': -0.9322774361316604, 'beta_3': 0.5396529395429136, 'beta_4': -1.632411391977089, 'beta_5': 2.5464957679917313, 'beta_6': -0.6097491425228931, 'beta_7': -1.4682984813845918, 'beta_8': 1.7353202133075751, 'beta_9': 0.15202008156173985, 'beta_10': 1.119243245150523, 'beta_11': 1.639492244122447, 'beta_12': 3.089596457858335, 'beta_13': -1.0542775183248017, 'beta_14': -0.6893947794549138, 'beta_15': 0.941526710801032, 'beta_16': 0.42362845554921114, 'beta_17': -3.125649209471939, 'beta_18': 0.4092670408187433, 'beta_19': -2.5581960874081275, 'beta_20': 3.0669620895734253, 'beta_21': 1.8543658930729185, 'beta_22': -0.7411969814556081, 'beta_23': 2.112765320623518, 'beta_24': -3.0986279832918697, 'beta_25': 0.052308316830107185, 'beta_26': 2.7822789816162796, 'beta_27': -0.04491386649121343, 'beta_28': -0.7751436709323273, 'beta_29': -1.1936541013439252, 'beta_30': 2.0879103836524786, 'beta_31': 0.71233358975197, 'beta_32': -1.2286314418050466, 'beta_33': -2.2105247611112246, 'beta_34': -2.9561345589147363, 'beta_35': 1.9014738579558375, 'beta_36': 3.123316793098312, 'beta_37': 0.41578192034712447, 'beta_38': 3.048857055663193, 'beta_39': -1.4371821427669949, 'beta_40': -2.195059215411679, 'beta_41': -1.4106830579013006}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-06 08:14:46,371] Trial 66 finished with value: -31.362249999999996 and parameters: {'optimizer': 'COBYLA', 'reps': 45, 'gamma_0': -1.9409557308068708, 'gamma_1': -2.152377108271616, 'gamma_2': -2.2954298847547334, 'gamma_3': 1.370601945100331, 'gamma_4': 0.21324492221200986, 'gamma_5': -2.154092065330931, 'gamma_6': 0.4886920569565838, 'gamma_7': 0.36313971835864356, 'gamma_8': -1.291922721739069, 'gamma_9': 1.7222267724310645, 'gamma_10': -0.8877537259574552, 'gamma_11': 2.334991193401657, 'gamma_12': -1.2592626421634079, 'gamma_13': 0.3513665901299496, 'gamma_14': -0.13117606538465454, 'gamma_15': -2.8150596550457774, 'gamma_16': -0.17108244876965112, 'gamma_17': -2.412297286967118, 'gamma_18': 0.39051128106326527, 'gamma_19': 0.07104160817691774, 'gamma_20': -1.6577348121840847, 'gamma_21': -0.4444893387889694, 'gamma_22': -1.5713725870539546, 'gamma_23': -1.9898705726252033, 'gamma_24': 2.8559460950678623, 'gamma_25': 0.6056979067091599, 'gamma_26': 1.091826076048294, 'gamma_27': -0.7882094000904262, 'gamma_28': -1.0388758674851752, 'gamma_29': 0.5890271370668985, 'gamma_30': 2.2075376816373717, 'gamma_31': -3.1355216453929238, 'gamma_32': -0.655477200186843, 'gamma_33': 0.46692423747870726, 'gamma_34': -1.494096801757416, 'gamma_35': -2.2223487535009965, 'gamma_36': 1.0661808517193243, 'gamma_37': 2.1756520701503375, 'gamma_38': 1.0661248355206965, 'gamma_39': 3.1374465647616, 'gamma_40': 1.2002835941709855, 'gamma_41': -1.3501576005405351, 'gamma_42': -1.580930949819672, 'gamma_43': 2.4164632864111746, 'gamma_44': 3.032483054701822, 'beta_0': 0.14090814988477218, 'beta_1': 1.1245036976699343, 'beta_2': -1.1821414512067014, 'beta_3': 0.04125017999501787, 'beta_4': 2.8675953532540133, 'beta_5': 2.8703522834194297, 'beta_6': 0.18208146777629713, 'beta_7': -1.396364457473466, 'beta_8': 2.514126626892603, 'beta_9': 2.482884705371447, 'beta_10': 2.1222177785146794, 'beta_11': -2.9144098190079384, 'beta_12': 2.904661630351781, 'beta_13': 1.2056938497252276, 'beta_14': -0.5210216872485718, 'beta_15': -1.5207623746330405, 'beta_16': 1.4332844477051647, 'beta_17': -2.469205373193595, 'beta_18': 1.5367391349154875, 'beta_19': -3.1072767917079753, 'beta_20': 3.1392019239942996, 'beta_21': 2.4365656854036497, 'beta_22': -1.0760633726014182, 'beta_23': 3.0937454793521755, 'beta_24': -2.027943195214404, 'beta_25': 0.5310907093293106, 'beta_26': 1.8681546853539372, 'beta_27': -0.03395872573491593, 'beta_28': -0.43551743159441675, 'beta_29': -1.3505857348628272, 'beta_30': -1.020417330791667, 'beta_31': 1.5914662584076513, 'beta_32': -0.5829236776377806, 'beta_33': -1.6715572603068618, 'beta_34': -2.6288301637471587, 'beta_35': 1.821897892792665, 'beta_36': 1.7933398888966487, 'beta_37': -0.07717965015042043, 'beta_38': 1.8523289860920977, 'beta_39': -2.3614816144967623, 'beta_40': -0.02703745539392506, 'beta_41': -1.692613019926617, 'beta_42': 0.5085674320096719, 'beta_43': -2.9526755142710455, 'beta_44': -2.871798052096721}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-06 08:32:26,106] Trial 67 finished with value: -30.253 and parameters: {'optimizer': 'COBYLA', 'reps': 39, 'gamma_0': -1.1475307514174298, 'gamma_1': -1.3654951302157388, 'gamma_2': -2.3029659972077416, 'gamma_3': 0.8269420436629582, 'gamma_4': -0.8458615445727855, 'gamma_5': -1.451545682263525, 'gamma_6': -0.5212684029649098, 'gamma_7': 1.0051075814204578, 'gamma_8': -0.3590262383106575, 'gamma_9': 1.0116897075889864, 'gamma_10': 0.4847178349479597, 'gamma_11': 1.3804984380795768, 'gamma_12': -2.7340945399559247, 'gamma_13': 1.0535979461774352, 'gamma_14': 0.5983674616384256, 'gamma_15': -2.823985675077054, 'gamma_16': 1.3158212658146264, 'gamma_17': -2.1443277934786797, 'gamma_18': -0.15649473901967914, 'gamma_19': 1.0515693862380933, 'gamma_20': -1.3141050204121345, 'gamma_21': -0.11825543565341601, 'gamma_22': -2.018016715920451, 'gamma_23': -0.6785426633803594, 'gamma_24': 1.9967760796691265, 'gamma_25': -2.3880298458977975, 'gamma_26': -1.9469979273498554, 'gamma_27': 0.7575944613482193, 'gamma_28': 0.22195512871754852, 'gamma_29': 1.7271493925231154, 'gamma_30': 2.4823909757859344, 'gamma_31': -2.703328447482706, 'gamma_32': -2.5956846531247146, 'gamma_33': 1.5073332216081958, 'gamma_34': -2.6922188366802717, 'gamma_35': -0.9449370744674811, 'gamma_36': -0.3092811872905855, 'gamma_37': -1.0648415820697334, 'gamma_38': -0.39309942637893425, 'beta_0': 1.2670918967880276, 'beta_1': -0.13523889294669833, 'beta_2': 0.3885583577422966, 'beta_3': 0.4192580333786394, 'beta_4': -2.1845134048573707, 'beta_5': -0.18680738155765386, 'beta_6': -1.3391959021266266, 'beta_7': -1.0115689362027076, 'beta_8': 0.31974689498323383, 'beta_9': 1.9589554632469424, 'beta_10': -0.6471511615113549, 'beta_11': -1.511830046252377, 'beta_12': 1.3565800741293836, 'beta_13': -1.438984543120545, 'beta_14': -0.9881444718813368, 'beta_15': 1.5440026940222524, 'beta_16': 0.6057167519627991, 'beta_17': -1.8186888124007987, 'beta_18': 0.9411050023601383, 'beta_19': -2.7789584159452403, 'beta_20': 1.4586720077730757, 'beta_21': -1.0181785861170494, 'beta_22': -0.09963948644616576, 'beta_23': 2.418634535973344, 'beta_24': -2.9535338780882947, 'beta_25': -0.26495231579753603, 'beta_26': 2.381934952924255, 'beta_27': 0.6486792187567182, 'beta_28': -2.1259965410345028, 'beta_29': -0.6946909551726234, 'beta_30': 1.0742076337495625, 'beta_31': 3.085623999551996, 'beta_32': -2.8932788796860347, 'beta_33': -2.4013874583435717, 'beta_34': -1.7593577993853433, 'beta_35': 0.015892282601127405, 'beta_36': 0.4605705314913284, 'beta_37': -1.0188068196007882, 'beta_38': 3.019219483411347}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-06 08:48:41,569] Trial 68 finished with value: -30.300499999999996 and parameters: {'optimizer': 'COBYLA', 'reps': 36, 'gamma_0': -2.6223395016188333, 'gamma_1': -0.8387154453284444, 'gamma_2': 0.184594307587791, 'gamma_3': -0.4461562378510619, 'gamma_4': -2.9155258685474146, 'gamma_5': 1.5294549965406987, 'gamma_6': -2.2096613483461267, 'gamma_7': 0.8048539884157044, 'gamma_8': -0.6402525331143429, 'gamma_9': 1.5066306024078187, 'gamma_10': 0.7843534045351082, 'gamma_11': -0.8607199280202789, 'gamma_12': -2.209661237418625, 'gamma_13': -1.7786548196567609, 'gamma_14': 1.5417187288732452, 'gamma_15': -1.6569409790098069, 'gamma_16': -0.10879325206087798, 'gamma_17': -2.590725270636286, 'gamma_18': -0.8485563207782145, 'gamma_19': 2.090415763870182, 'gamma_20': 0.28766633004382824, 'gamma_21': 0.18763371748064453, 'gamma_22': -2.288790484659441, 'gamma_23': -0.41365159436435134, 'gamma_24': 2.410202685595698, 'gamma_25': 1.059251475994866, 'gamma_26': 2.6607714762219956, 'gamma_27': -1.2189860672806714, 'gamma_28': -0.3405659331493156, 'gamma_29': -2.2989268021883453, 'gamma_30': 0.7551276511951697, 'gamma_31': -2.2677459441600485, 'gamma_32': 0.14346786086873692, 'gamma_33': 2.41545535236994, 'gamma_34': -2.045771263962689, 'gamma_35': 0.4137347914280856, 'beta_0': 1.847271144201214, 'beta_1': 2.0280063423784007, 'beta_2': -1.7568732835724314, 'beta_3': -2.6179648103893505, 'beta_4': 0.5669918882045746, 'beta_5': -0.7695328478047412, 'beta_6': -0.27270997792130885, 'beta_7': -1.7729005075375612, 'beta_8': 0.8177325966223905, 'beta_9': -1.9197855285073708, 'beta_10': 0.7992009382302924, 'beta_11': 0.9040327332652932, 'beta_12': 1.746239082427012, 'beta_13': -1.9073998220145065, 'beta_14': -0.1732706665517297, 'beta_15': 0.17141479397139925, 'beta_16': 2.1025408263339944, 'beta_17': -0.265300349809241, 'beta_18': 0.22711661843859643, 'beta_19': -2.3622122488808515, 'beta_20': -0.44505192274914007, 'beta_21': -0.6338043496600172, 'beta_22': 0.4577983879210991, 'beta_23': 1.8432807878257766, 'beta_24': -1.2919526738253715, 'beta_25': 0.786880002159556, 'beta_26': 1.5020053690260926, 'beta_27': -0.8110229934610318, 'beta_28': 1.1643171560855061, 'beta_29': 0.19619543698402708, 'beta_30': -0.4411194562167837, 'beta_31': 2.120649928953196, 'beta_32': -1.5296055291713198, 'beta_33': -0.17513256115093903, 'beta_34': 0.15724103251731325, 'beta_35': 2.2916394987313877}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-06 10:05:26,844] Trial 69 finished with value: -28.222 and parameters: {'optimizer': 'QN-SPSA', 'reps': 48, 'gamma_0': -1.4748386553616886, 'gamma_1': -1.9635712331850694, 'gamma_2': -2.9421701409183765, 'gamma_3': 0.28473915034141006, 'gamma_4': -0.23382693737966798, 'gamma_5': -1.0173165839502047, 'gamma_6': -1.20319045552584, 'gamma_7': 2.5918958296453667, 'gamma_8': 0.14522473942859826, 'gamma_9': 2.245265964051987, 'gamma_10': 0.2530315609955659, 'gamma_11': 2.004305604345967, 'gamma_12': -1.8113079943020836, 'gamma_13': 0.12098740945039971, 'gamma_14': 2.8450353984346517, 'gamma_15': -2.4935799592305212, 'gamma_16': 2.261401006285937, 'gamma_17': -2.934515786917075, 'gamma_18': -1.6221537424772823, 'gamma_19': 1.8315426018392884, 'gamma_20': -0.9206526682456653, 'gamma_21': -0.5892173428758293, 'gamma_22': -0.7537640028229361, 'gamma_23': -0.08194976802659149, 'gamma_24': 1.6872117042526185, 'gamma_25': -1.4979819752456054, 'gamma_26': 1.415522566420693, 'gamma_27': -0.1597363405277049, 'gamma_28': -0.941639296224866, 'gamma_29': -1.7385044865926265, 'gamma_30': 1.2317397974077975, 'gamma_31': 2.432465755450522, 'gamma_32': -2.1443052265098856, 'gamma_33': 2.047662811199346, 'gamma_34': -0.8727915571478061, 'gamma_35': -2.121015518034817, 'gamma_36': -1.2701108740671514, 'gamma_37': 0.6145931380977016, 'gamma_38': 1.465471166401655, 'gamma_39': 2.4317012799303854, 'gamma_40': 2.702467850294622, 'gamma_41': -2.9489946938018807, 'gamma_42': 1.3065924779857783, 'gamma_43': -3.095720257012003, 'gamma_44': 0.5169361228360498, 'gamma_45': -2.789101122842053, 'gamma_46': -3.0877558657641893, 'gamma_47': 3.0958443025261593, 'beta_0': 0.48695701170830763, 'beta_1': 1.4570684159328144, 'beta_2': -0.582401426339905, 'beta_3': -1.330495083547534, 'beta_4': 1.1698863003851678, 'beta_5': -1.6462553391014403, 'beta_6': -0.711098813300203, 'beta_7': 2.893155437858439, 'beta_8': 2.9144211171214156, 'beta_9': -1.1405450085892375, 'beta_10': -1.8159223848590573, 'beta_11': -0.08238084596768425, 'beta_12': -3.1381167247801334, 'beta_13': 2.8784780836939654, 'beta_14': 1.7750472384742428, 'beta_15': 0.8142768145882455, 'beta_16': 1.2826124230455507, 'beta_17': -0.9604679032502339, 'beta_18': 0.591960001296816, 'beta_19': 0.46398628609198556, 'beta_20': 2.960483202419372, 'beta_21': -1.6750618173750653, 'beta_22': 1.37298827157597, 'beta_23': 2.87503271280886, 'beta_24': -2.5057447350611444, 'beta_25': -0.4664835378402228, 'beta_26': 2.1732180888962915, 'beta_27': -2.3608341267922053, 'beta_28': 0.14995323329821308, 'beta_29': -2.0234762743031482, 'beta_30': 0.21835436455671164, 'beta_31': 0.5365637843643722, 'beta_32': -2.410290369437436, 'beta_33': -1.0494729674984447, 'beta_34': -2.234421102161379, 'beta_35': 1.3943990674747742, 'beta_36': 3.0281977636483846, 'beta_37': 0.88895047210813, 'beta_38': -1.3474212945644561, 'beta_39': -0.7330293267401535, 'beta_40': 1.3087239414818679, 'beta_41': -1.8474645938257594, 'beta_42': 2.562718365155271, 'beta_43': 1.1193596290759757, 'beta_44': -1.034502939374456, 'beta_45': -3.13715903288121, 'beta_46': 2.8530685102652473, 'beta_47': -2.8028541008326315}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-06 10:23:20,697] Trial 70 finished with value: -31.709750000000007 and parameters: {'optimizer': 'COBYLA', 'reps': 41, 'gamma_0': -0.8197644342477919, 'gamma_1': -1.6489283260757324, 'gamma_2': 0.8694773956503177, 'gamma_3': -0.18464102186256448, 'gamma_4': -0.5747232604851272, 'gamma_5': -0.5405120531437756, 'gamma_6': -0.8610867455159661, 'gamma_7': 0.06976039083871116, 'gamma_8': 0.6962906742612877, 'gamma_9': -1.0914174581888818, 'gamma_10': -0.7140657602258093, 'gamma_11': 0.03209002258788862, 'gamma_12': -0.43511351918633495, 'gamma_13': -0.08882415280347936, 'gamma_14': 0.9879916888341935, 'gamma_15': -3.1322892155415203, 'gamma_16': 0.4273387169889328, 'gamma_17': -1.4163181683421193, 'gamma_18': -1.291505852621384, 'gamma_19': 1.5360176960451182, 'gamma_20': -0.5532636258091858, 'gamma_21': -0.9485575545070932, 'gamma_22': -0.3139496289990732, 'gamma_23': 1.746588883682429, 'gamma_24': 1.216950746826158, 'gamma_25': -0.12768944362536613, 'gamma_26': -2.4285263460807904, 'gamma_27': -0.8202889382823526, 'gamma_28': -1.9225337761221792, 'gamma_29': -0.378788352559329, 'gamma_30': -2.589754147408018, 'gamma_31': 1.3401200570883975, 'gamma_32': 0.050925806058292444, 'gamma_33': 2.6898538001592716, 'gamma_34': -3.089146804161745, 'gamma_35': -0.7066769497599117, 'gamma_36': 0.4522200811384367, 'gamma_37': 1.1703358688516616, 'gamma_38': -1.708310153799216, 'gamma_39': 0.9729314011817183, 'gamma_40': 1.0540895296693376, 'beta_0': -0.23786526160967486, 'beta_1': 0.9021862056541866, 'beta_2': -0.17101142305814954, 'beta_3': -0.5658772307471196, 'beta_4': 1.4712143492914498, 'beta_5': 2.4092832868690106, 'beta_6': 1.0003800865634698, 'beta_7': 2.216846669791461, 'beta_8': 2.167910210052258, 'beta_9': -1.5028615606447706, 'beta_10': -2.9088608740883863, 'beta_11': -0.7734905940957817, 'beta_12': 2.8183748591257873, 'beta_13': -0.3654064033816504, 'beta_14': 0.04270700496734615, 'beta_15': 1.0376114235062726, 'beta_16': 0.22716460946758366, 'beta_17': -3.107142811694791, 'beta_18': -0.5870913751546859, 'beta_19': -0.2873689901343388, 'beta_20': 2.3923427100368833, 'beta_21': -0.1430201304398967, 'beta_22': -0.291274086020857, 'beta_23': 2.222082896252319, 'beta_24': -0.9921621627410853, 'beta_25': 0.15824861117134076, 'beta_26': -0.21825409390891545, 'beta_27': 1.1317334744431482, 'beta_28': -0.8450292247547907, 'beta_29': -0.2598185389929837, 'beta_30': 0.8072576011784117, 'beta_31': 1.7903106962691813, 'beta_32': -0.7726962525179102, 'beta_33': -2.004071513459973, 'beta_34': -1.2361593934069235, 'beta_35': 2.8289982324528835, 'beta_36': 2.429837603768487, 'beta_37': 2.0415904736717603, 'beta_38': 0.33716371986060345, 'beta_39': -1.8936931438497726, 'beta_40': -0.4109675141249608}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-06 10:39:36,178] Trial 71 finished with value: -31.650875000000003 and parameters: {'optimizer': 'COBYLA', 'reps': 37, 'gamma_0': -2.4197839125140925, 'gamma_1': -1.1740223353408887, 'gamma_2': -1.3055234249977574, 'gamma_3': 0.58759963304498, 'gamma_4': -1.1902096183429556, 'gamma_5': -1.230440781623099, 'gamma_6': 0.13221743410043518, 'gamma_7': -0.5901422600177245, 'gamma_8': -1.876040723918583, 'gamma_9': 1.9096080059804807, 'gamma_10': -0.1310515523501856, 'gamma_11': 0.7711599145422541, 'gamma_12': -2.5548533468854555, 'gamma_13': -0.4402372371882166, 'gamma_14': -0.5274447100862645, 'gamma_15': -2.0407003454494523, 'gamma_16': -1.622769142830738, 'gamma_17': -2.933691928203597, 'gamma_18': -0.45388170850927834, 'gamma_19': 2.94137994598212, 'gamma_20': 2.579123546582139, 'gamma_21': -0.2940818929869073, 'gamma_22': -1.0714503058388436, 'gamma_23': -0.9454448083839162, 'gamma_24': 1.5472783220314743, 'gamma_25': 1.5435677892429838, 'gamma_26': -0.07492644655878955, 'gamma_27': 0.33560089721771114, 'gamma_28': -1.3819475573600675, 'gamma_29': -2.77169725272567, 'gamma_30': -1.7413552927353697, 'gamma_31': -0.8258100608652259, 'gamma_32': -1.570628281433156, 'gamma_33': 3.129132813665239, 'gamma_34': -1.59410797357274, 'gamma_35': -1.6479103723893453, 'gamma_36': 1.7333153560078014, 'beta_0': -1.6117776691027397, 'beta_1': 1.833672652436597, 'beta_2': -2.270611947688939, 'beta_3': -0.18047212515380787, 'beta_4': -0.638893658827428, 'beta_5': 1.5861960641306347, 'beta_6': -0.8967237601028133, 'beta_7': -0.6468111175768144, 'beta_8': 1.7107312201658946, 'beta_9': 2.0897105053494602, 'beta_10': 1.2715599949236627, 'beta_11': 1.576917652689967, 'beta_12': 2.415203337531749, 'beta_13': -0.6799412131548025, 'beta_14': 0.7428956932353444, 'beta_15': 0.40259502049612395, 'beta_16': 1.7441202911731923, 'beta_17': -2.887102587991367, 'beta_18': -0.041915139789596156, 'beta_19': -2.010396998285203, 'beta_20': 2.7697926758663485, 'beta_21': 0.49316410612414474, 'beta_22': -1.4300196544804993, 'beta_23': 2.7849577489112565, 'beta_24': -1.506187045505431, 'beta_25': -0.8980975776438109, 'beta_26': 1.0378651305958364, 'beta_27': -0.339216953904218, 'beta_28': 0.013182748286169499, 'beta_29': -2.6150300541572937, 'beta_30': 1.3212439940444385, 'beta_31': 2.501405547187559, 'beta_32': -1.8088830583358404, 'beta_33': -0.747433341216558, 'beta_34': -0.30910714369171927, 'beta_35': -0.587411967685059, 'beta_36': 1.783052388545907}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-06 10:51:42,064] Trial 72 finished with value: -30.08375 and parameters: {'optimizer': 'COBYLA', 'reps': 27, 'gamma_0': -2.7228226952001533, 'gamma_1': -0.754832911041059, 'gamma_2': -0.8471222698211555, 'gamma_3': 0.7410595417926568, 'gamma_4': -2.477002692932148, 'gamma_5': 0.4999026934528289, 'gamma_6': -0.23783826080441023, 'gamma_7': -0.2666130724428366, 'gamma_8': -1.207588777486351, 'gamma_9': 1.369181019268095, 'gamma_10': -0.5465974641894012, 'gamma_11': 1.4909537522572298, 'gamma_12': -2.9924111781066767, 'gamma_13': -0.6452694545642423, 'gamma_14': -0.9723453869795953, 'gamma_15': -2.26654113883659, 'gamma_16': -0.8952666762643275, 'gamma_17': -2.7152550878040715, 'gamma_18': 0.13807613505335725, 'gamma_19': 2.426007677407762, 'gamma_20': 2.8905018366856474, 'gamma_21': 0.6273750545126097, 'gamma_22': -1.3324064113488152, 'gamma_23': -1.2607380277022335, 'gamma_24': 1.4485896909385607, 'gamma_25': 0.9406597829652705, 'gamma_26': 0.5473101625594502, 'beta_0': -0.6819673218240444, 'beta_1': 1.7123438185259587, 'beta_2': -0.8890604222677833, 'beta_3': -0.2663006362470631, 'beta_4': -1.397616950926751, 'beta_5': 2.0326408055653618, 'beta_6': -1.0829814176830774, 'beta_7': -1.087800976102187, 'beta_8': 1.2279898670103049, 'beta_9': 2.2930234434991235, 'beta_10': 0.914308773601465, 'beta_11': 2.0838650392672236, 'beta_12': 2.0454115740592202, 'beta_13': 2.417351910950256, 'beta_14': -0.38267978103188427, 'beta_15': 0.6785726041688147, 'beta_16': 1.5779647355556736, 'beta_17': -2.5764658147798256, 'beta_18': 0.25776438575018656, 'beta_19': 1.0148499814290968, 'beta_20': 2.5577029987946602, 'beta_21': 0.7693501201487789, 'beta_22': -0.6874160850082123, 'beta_23': -3.0776755721288764, 'beta_24': -1.8886727000938788, 'beta_25': -0.1668934876282353, 'beta_26': 0.672465601622346}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-06 11:06:14,033] Trial 73 finished with value: -32.316375 and parameters: {'optimizer': 'COBYLA', 'reps': 33, 'gamma_0': -2.972589758534693, 'gamma_1': -1.4814183262063658, 'gamma_2': -0.11027778285568401, 'gamma_3': 1.0561506047116864, 'gamma_4': -1.0858861687076073, 'gamma_5': -1.633156759854504, 'gamma_6': -0.4743290204470356, 'gamma_7': 1.361234314408171, 'gamma_8': -2.462952674446055, 'gamma_9': 3.087456469985713, 'gamma_10': -0.31517826807335425, 'gamma_11': -1.3472173658184214, 'gamma_12': -0.7040150040019264, 'gamma_13': -2.305017280659934, 'gamma_14': 0.2605035821425204, 'gamma_15': -2.926017825419378, 'gamma_16': -0.7777999534791431, 'gamma_17': -3.1374427638533264, 'gamma_18': -0.27305407220082273, 'gamma_19': 0.788986864619996, 'gamma_20': -0.13752436299001947, 'gamma_21': 0.09023961718131945, 'gamma_22': -1.6340507416391166, 'gamma_23': -0.8291057195218656, 'gamma_24': 2.1213412614816654, 'gamma_25': -3.1377022983598017, 'gamma_26': 1.0298705527816447, 'gamma_27': 0.08611044563422687, 'gamma_28': -1.6713705511336552, 'gamma_29': -2.736335958775808, 'gamma_30': 1.9535985730809375, 'gamma_31': -1.3431509867170293, 'gamma_32': -3.137111782085258, 'beta_0': 2.6150430793061332, 'beta_1': 1.3890045875251598, 'beta_2': -2.6650103364927418, 'beta_3': 0.02525934793730844, 'beta_4': -1.1728997365664966, 'beta_5': 2.227141209024482, 'beta_6': -0.3736613626116414, 'beta_7': -1.7476841589947882, 'beta_8': 1.98020989443261, 'beta_9': 0.7831257972059509, 'beta_10': 0.5422675609374112, 'beta_11': 1.7814164124312528, 'beta_12': -1.037076123996367, 'beta_13': 2.7731372135966366, 'beta_14': 1.0554734857965746, 'beta_15': 0.01178621468050095, 'beta_16': 1.9588100841874558, 'beta_17': -2.953676471139195, 'beta_18': -0.45040843657514706, 'beta_19': 0.1272563518583545, 'beta_20': 2.096147045119763, 'beta_21': 1.4143100636748698, 'beta_22': -0.98079701570803, 'beta_23': 2.4825142279332297, 'beta_24': -1.5126423614349784, 'beta_25': 0.31714594603928453, 'beta_26': 1.429981917347262, 'beta_27': 0.3523590112782452, 'beta_28': 0.5566417443295492, 'beta_29': -2.21088943924713, 'beta_30': 1.925561953195544, 'beta_31': 2.695546393927855, 'beta_32': -1.3954492316439322}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-06 11:19:27,296] Trial 74 finished with value: -30.332749999999997 and parameters: {'optimizer': 'COBYLA', 'reps': 30, 'gamma_0': -2.1647488365960115, 'gamma_1': -1.479735278560251, 'gamma_2': 1.1351587550676936, 'gamma_3': 0.10625367253012935, 'gamma_4': -0.4608444769090049, 'gamma_5': -1.6188185055636137, 'gamma_6': -0.5010198494797484, 'gamma_7': 1.7306975109642853, 'gamma_8': -2.479950130414669, 'gamma_9': 3.0623706887652373, 'gamma_10': -1.5424932868377366, 'gamma_11': -1.6915485027891157, 'gamma_12': -0.794053452434765, 'gamma_13': -2.264630504249925, 'gamma_14': 0.19934288496821928, 'gamma_15': -2.9486598310688787, 'gamma_16': -0.6194267437987553, 'gamma_17': -3.065776379446932, 'gamma_18': -0.25244922469035563, 'gamma_19': 0.4261510063518773, 'gamma_20': -0.2653658286448032, 'gamma_21': 0.017114910002261563, 'gamma_22': -1.630334430226731, 'gamma_23': 0.45918070577364967, 'gamma_24': 2.9275410154795716, 'gamma_25': -2.4654719385675725, 'gamma_26': 1.0212317282855905, 'gamma_27': 0.5986677953753514, 'gamma_28': -0.8574107790685166, 'gamma_29': -3.1169529882299463, 'beta_0': 2.927239083888108, 'beta_1': 0.5893426165552773, 'beta_2': -1.9506936654738203, 'beta_3': 0.0024563443438550547, 'beta_4': -1.7377446476028224, 'beta_5': 2.231866209795939, 'beta_6': -0.12366033629532908, 'beta_7': -1.6867538258549144, 'beta_8': 2.352717194525404, 'beta_9': 0.7746933426700203, 'beta_10': 0.5339767051427464, 'beta_11': 1.2850018258804143, 'beta_12': -1.8921055421315784, 'beta_13': 2.8066609036000694, 'beta_14': 1.588606157602985, 'beta_15': -0.7187170058364865, 'beta_16': 2.421000198345154, 'beta_17': 0.20948452900851855, 'beta_18': -1.4347241021595245, 'beta_19': 0.13980733829331338, 'beta_20': 1.6661499072355763, 'beta_21': 2.1838917027234137, 'beta_22': -0.9618581037628006, 'beta_23': 2.4729829062157394, 'beta_24': -1.2156875241084952, 'beta_25': 0.3003168527760034, 'beta_26': 1.7256230735894857, 'beta_27': 0.31329822980816135, 'beta_28': 0.7158736628684709, 'beta_29': -2.3247856023936304}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-06 11:33:28,342] Trial 75 finished with value: -31.26975000000001 and parameters: {'optimizer': 'COBYLA', 'reps': 32, 'gamma_0': -2.9809940023764594, 'gamma_1': -1.7379097262725232, 'gamma_2': -0.045889475226224885, 'gamma_3': -0.7136807934873122, 'gamma_4': -0.982869932997404, 'gamma_5': -2.0439439223208935, 'gamma_6': -1.3886086209294706, 'gamma_7': 1.4364851733125035, 'gamma_8': -2.8991426364266273, 'gamma_9': 2.4180940475733217, 'gamma_10': 0.09621501707852848, 'gamma_11': -1.3800544853136907, 'gamma_12': -0.2229683450608413, 'gamma_13': -2.6041228387849635, 'gamma_14': 0.7379499446909923, 'gamma_15': -2.713851441032514, 'gamma_16': -1.2552705939656925, 'gamma_17': -2.4690588507269933, 'gamma_18': 0.5860504458111435, 'gamma_19': 1.3740219360681092, 'gamma_20': 0.022337918285659963, 'gamma_21': 0.35256509112195356, 'gamma_22': -1.8897818019352115, 'gamma_23': -1.6188867916454315, 'gamma_24': 2.091427834174456, 'gamma_25': -3.034761739685278, 'gamma_26': 1.5860773360008327, 'gamma_27': 1.0829145468020807, 'gamma_28': -2.7320410207080137, 'gamma_29': -1.5141101872826446, 'gamma_30': 1.9563848357227855, 'gamma_31': -1.3623409435366058, 'beta_0': 2.6268466352896733, 'beta_1': 1.239069821740867, 'beta_2': -1.2089657904418296, 'beta_3': 0.986891156191257, 'beta_4': -1.1346674425542365, 'beta_5': 2.6727133865738946, 'beta_6': 0.5015815539042173, 'beta_7': -2.59373913979075, 'beta_8': 2.6181959888316344, 'beta_9': 0.38996488789521433, 'beta_10': 0.03784241556942569, 'beta_11': 1.8209185872588807, 'beta_12': -1.103133446241681, 'beta_13': 2.2438503154284763, 'beta_14': 1.101988379195236, 'beta_15': 0.0746082210088218, 'beta_16': 1.985434642220077, 'beta_17': -2.361526834671917, 'beta_18': -1.1125019794150444, 'beta_19': 0.6683020619487058, 'beta_20': 2.041113355406834, 'beta_21': 1.551468366828663, 'beta_22': 0.6200761111036741, 'beta_23': 2.034078295668365, 'beta_24': -2.251370423599069, 'beta_25': 1.0998348350133544, 'beta_26': 1.3999511638853466, 'beta_27': 0.4697936082250668, 'beta_28': 0.5405886395173414, 'beta_29': 1.589824017834652, 'beta_30': 2.008181165757495, 'beta_31': 2.868244704224829}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-06 11:50:32,428] Trial 76 finished with value: -31.172500000000003 and parameters: {'optimizer': 'COBYLA', 'reps': 39, 'gamma_0': -3.13798931368901, 'gamma_1': -1.2793887669424877, 'gamma_2': 0.3224896817539734, 'gamma_3': 1.130907742536551, 'gamma_4': -0.7130248579675449, 'gamma_5': -2.3799841961432247, 'gamma_6': 0.6931879367702447, 'gamma_7': 1.3259902153599064, 'gamma_8': -0.2383629736551486, 'gamma_9': 1.672607563190204, 'gamma_10': -2.0361131284310185, 'gamma_11': 2.6757173978712077, 'gamma_12': -0.9837191015875619, 'gamma_13': -1.9200526890695933, 'gamma_14': 0.0009453805810786253, 'gamma_15': -2.9840354501021955, 'gamma_16': -0.42908934995277315, 'gamma_17': -3.0180514699903047, 'gamma_18': -0.9102676790700621, 'gamma_19': 0.812719820457377, 'gamma_20': -0.11332107199474459, 'gamma_21': -0.5599341108388687, 'gamma_22': -1.4186396787869502, 'gamma_23': -0.7940523594774329, 'gamma_24': 2.507640157705323, 'gamma_25': -2.300865044435553, 'gamma_26': 2.0550055936425755, 'gamma_27': 0.05713350046714183, 'gamma_28': -2.0765325957271097, 'gamma_29': -2.238509951594747, 'gamma_30': 2.6631361885827936, 'gamma_31': -1.9169466505388097, 'gamma_32': -3.112654816975428, 'gamma_33': 0.061030685037196, 'gamma_34': 0.46328895052324653, 'gamma_35': -3.0951297121552033, 'gamma_36': -0.17375009756797985, 'gamma_37': 0.02538622558934787, 'gamma_38': 0.7902188620860604, 'beta_0': 2.965096721977812, 'beta_1': 1.441496668836296, 'beta_2': -2.6423984004695606, 'beta_3': 3.1403764533858096, 'beta_4': 2.312435323248048, 'beta_5': -2.730847108221811, 'beta_6': 0.1915959767850114, 'beta_7': -1.9466121052666727, 'beta_8': 1.4828092949543639, 'beta_9': 0.7064970253698188, 'beta_10': 1.6948195931063892, 'beta_11': 0.6565972557776769, 'beta_12': -1.4190436031478626, 'beta_13': -0.8613122733909565, 'beta_14': -0.7170929539850501, 'beta_15': -0.30874634705132886, 'beta_16': 1.127484116168552, 'beta_17': -2.7105240981540195, 'beta_18': -0.7355743484736867, 'beta_19': 1.7409581725283378, 'beta_20': 2.2220042262230555, 'beta_21': 1.8391858264350285, 'beta_22': 0.9621128291579352, 'beta_23': 2.928527026588201, 'beta_24': -0.8056358711347928, 'beta_25': 1.5363889203470862, 'beta_26': 0.804348863234962, 'beta_27': -0.3371639283851491, 'beta_28': -0.465281490913806, 'beta_29': -0.8727381546986264, 'beta_30': 2.461696728385972, 'beta_31': 2.159764798582395, 'beta_32': -1.4311563607966726, 'beta_33': -3.093286282787712, 'beta_34': 1.111886848352908, 'beta_35': -1.1605504013531271, 'beta_36': 0.6477569179442959, 'beta_37': 0.08497916763191715, 'beta_38': 1.675144208498032}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-06 12:17:33,044] Trial 77 finished with value: -20.925499999999996 and parameters: {'optimizer': 'SPSA', 'reps': 29, 'gamma_0': -0.11581298840502695, 'gamma_1': -0.5005514462077054, 'gamma_2': 1.8361755379850324, 'gamma_3': 0.3075989272756995, 'gamma_4': -0.2619841590626124, 'gamma_5': -2.9784966615427555, 'gamma_6': 0.32262816582686193, 'gamma_7': 2.2638773502681575, 'gamma_8': -2.281094938851148, 'gamma_9': 3.1323742882851664, 'gamma_10': 0.9503741578334075, 'gamma_11': -2.1594461152220212, 'gamma_12': 0.2528730847175319, 'gamma_13': -1.3800933351825455, 'gamma_14': 0.41578215934244334, 'gamma_15': -2.378291287790806, 'gamma_16': 0.6884313136136697, 'gamma_17': 1.1970824747564315, 'gamma_18': 0.03780592442269379, 'gamma_19': 1.0222133296608709, 'gamma_20': -0.5840923385278274, 'gamma_21': -0.7900166385005862, 'gamma_22': -2.775849660936761, 'gamma_23': -0.479501537090416, 'gamma_24': 0.82765396159909, 'gamma_25': 0.5570868087151193, 'gamma_26': 0.8662607108497286, 'gamma_27': -0.5188659344741631, 'gamma_28': -1.237985617207292, 'beta_0': 2.728528338217125, 'beta_1': 2.205682276653249, 'beta_2': -1.5036454354504531, 'beta_3': -2.9128282731083806, 'beta_4': -0.35003838246435404, 'beta_5': 3.1384336379367346, 'beta_6': -0.3160438223157933, 'beta_7': -1.5016601959718097, 'beta_8': 2.066726880417681, 'beta_9': 0.06031521283436925, 'beta_10': -0.18812096187539495, 'beta_11': 0.4038371093156963, 'beta_12': 1.4733557556155323, 'beta_13': 1.659085891602715, 'beta_14': 2.3339434279120543, 'beta_15': 0.25217604582067277, 'beta_16': 2.579609472802841, 'beta_17': -3.0435971438281144, 'beta_18': 0.47601741359442884, 'beta_19': -0.9086693452521243, 'beta_20': 2.930165368510332, 'beta_21': -1.2222718145309766, 'beta_22': 0.08995829259174881, 'beta_23': 1.4719340459658952, 'beta_24': -0.5187860049113044, 'beta_25': 0.612538365790348, 'beta_26': 0.2750953989621816, 'beta_27': 1.2904762432318448, 'beta_28': 1.2305380263861116}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-06 12:31:07,051] Trial 78 finished with value: -30.553375000000006 and parameters: {'optimizer': 'COBYLA', 'reps': 31, 'gamma_0': -2.598301312667903, 'gamma_1': -2.238066862692711, 'gamma_2': -0.1734945131267479, 'gamma_3': 1.8478602162451971, 'gamma_4': 0.2925659749125722, 'gamma_5': -1.4227914126025771, 'gamma_6': -0.7144221447861689, 'gamma_7': 0.6964875800251662, 'gamma_8': -0.8115023330179023, 'gamma_9': 2.892643439545346, 'gamma_10': -0.21923370835891387, 'gamma_11': 0.3852358132245369, 'gamma_12': -0.6854742190100407, 'gamma_13': -2.881308433826693, 'gamma_14': -1.5818876968006397, 'gamma_15': -3.1236572290256643, 'gamma_16': 2.468484079789635, 'gamma_17': -1.91466914115149, 'gamma_18': 0.2292285573548366, 'gamma_19': 0.6599836928527799, 'gamma_20': -1.8846652648988462, 'gamma_21': 0.07807073917134244, 'gamma_22': -2.100391069151195, 'gamma_23': -1.8914329743297382, 'gamma_24': 0.22910828599797695, 'gamma_25': -0.4298188795434301, 'gamma_26': -0.7236227273541316, 'gamma_27': 1.7670365920039321, 'gamma_28': -1.6947979928020966, 'gamma_29': -0.804931926572308, 'gamma_30': 1.98347313499879, 'beta_0': 2.3438609258363723, 'beta_1': 0.31996627154919, 'beta_2': -2.1917760713470584, 'beta_3': 0.18318626563548507, 'beta_4': -1.5350504640053564, 'beta_5': 2.3946755254867735, 'beta_6': -1.7323271794308304, 'beta_7': -1.31998003192475, 'beta_8': 3.1227247166023977, 'beta_9': -0.21142832694783154, 'beta_10': -2.6549863303194057, 'beta_11': 0.125851045488668, 'beta_12': -2.382769858333938, 'beta_13': 0.4417511835477347, 'beta_14': -1.188477506957288, 'beta_15': 1.769406063800225, 'beta_16': -2.892539705273846, 'beta_17': -0.5816154975371397, 'beta_18': -0.050800293808332564, 'beta_19': -0.45411548113671985, 'beta_20': 1.9760545118612207, 'beta_21': 1.4102452013993902, 'beta_22': -0.5905693608484812, 'beta_23': 2.201261647401361, 'beta_24': -1.492099768069189, 'beta_25': 0.48492089563246743, 'beta_26': 2.0240970854413227, 'beta_27': -2.050002693462352, 'beta_28': -0.09906868161622541, 'beta_29': 0.6166328728336614, 'beta_30': -1.3292369809486386}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-06 12:42:46,350] Trial 79 finished with value: -31.326625 and parameters: {'optimizer': 'COBYLA', 'reps': 26, 'gamma_0': -0.4203612557770514, 'gamma_1': -1.9632704071143137, 'gamma_2': 2.265663702606681, 'gamma_3': 2.8375897869375866, 'gamma_4': 2.1259101637775424, 'gamma_5': -0.9266535411330681, 'gamma_6': 1.0315289808900823, 'gamma_7': 1.8413479728313003, 'gamma_8': -2.649489683445692, 'gamma_9': 0.6354172810718103, 'gamma_10': -1.0400502750060376, 'gamma_11': -1.2785975744865905, 'gamma_12': 0.017319547175556876, 'gamma_13': -2.244779483904925, 'gamma_14': 2.9453385591899477, 'gamma_15': 2.6051418384639247, 'gamma_16': 0.008247166159564334, 'gamma_17': -2.6134066892638708, 'gamma_18': -0.33814921826301303, 'gamma_19': 1.7203323348335506, 'gamma_20': -1.205402016531508, 'gamma_21': -0.2797380123797672, 'gamma_22': -1.769743854764047, 'gamma_23': -1.075884070131361, 'gamma_24': 3.138664841415988, 'gamma_25': -0.9677144088346715, 'beta_0': 2.19155022621998, 'beta_1': 0.9925483104979718, 'beta_2': -0.3983873478097285, 'beta_3': -0.8664218627653745, 'beta_4': 2.538996142450659, 'beta_5': 2.9382968201745157, 'beta_6': -0.6383987185812549, 'beta_7': 2.6856459167253828, 'beta_8': 1.6254785715595603, 'beta_9': -2.3856894477927453, 'beta_10': 0.5957660090085747, 'beta_11': 1.5209615375803724, 'beta_12': -0.7294593072414722, 'beta_13': 2.7217867198588106, 'beta_14': 0.14569223850245738, 'beta_15': -1.2368708751614361, 'beta_16': 0.7515358630662043, 'beta_17': -1.9867420542100072, 'beta_18': 0.7087837091461082, 'beta_19': 1.4564058552742805, 'beta_20': 1.3146972273533333, 'beta_21': 2.016800158542981, 'beta_22': -0.2734402636751116, 'beta_23': 3.140110302307407, 'beta_24': -2.132181975675871, 'beta_25': -0.49034068403175785}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-06 12:53:16,839] Trial 80 finished with value: -31.137500000000003 and parameters: {'optimizer': 'COBYLA', 'reps': 23, 'gamma_0': -2.3094249832590323, 'gamma_1': -0.8473068259550693, 'gamma_2': -0.6405881218952411, 'gamma_3': 0.5137914123835374, 'gamma_4': -1.113396251560575, 'gamma_5': -1.7737310668324542, 'gamma_6': -1.706224432260821, 'gamma_7': 0.21060299611244493, 'gamma_8': -0.5249195597828594, 'gamma_9': 2.040383592084353, 'gamma_10': -2.628090457480619, 'gamma_11': 1.8837419198803955, 'gamma_12': -0.4036939929375119, 'gamma_13': 0.44501749814366315, 'gamma_14': 2.5016193913456286, 'gamma_15': -2.6300194736377107, 'gamma_16': -0.971498576729587, 'gamma_17': -2.365666596673724, 'gamma_18': -2.571715718749213, 'gamma_19': 1.3882481896319188, 'gamma_20': 0.5186401703473984, 'gamma_21': -1.0470488742423152, 'gamma_22': -0.8043305697416082, 'beta_0': 0.9472656198456102, 'beta_1': 0.8627401739720798, 'beta_2': -2.3650306564253167, 'beta_3': 0.6191084582238116, 'beta_4': 1.938493894542887, 'beta_5': 1.8842399593954164, 'beta_6': 0.679881986407163, 'beta_7': 1.7478707161265223, 'beta_8': 1.8134259538936046, 'beta_9': -0.6618116058905043, 'beta_10': 0.25540942835298397, 'beta_11': 1.0585422225965644, 'beta_12': -0.9835944914590043, 'beta_13': 0.7552549400633245, 'beta_14': 1.3499264363197336, 'beta_15': 1.1325407271103636, 'beta_16': 0.9861053347822938, 'beta_17': -2.1949315133310243, 'beta_18': -0.9126722966401953, 'beta_19': 1.0080416983531444, 'beta_20': 2.4831559177936815, 'beta_21': -0.025045794050197856, 'beta_22': 0.344428246832991}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-06 13:08:16,387] Trial 81 finished with value: -29.481125 and parameters: {'optimizer': 'COBYLA', 'reps': 34, 'gamma_0': -2.9539396362662638, 'gamma_1': -1.1771025074765815, 'gamma_2': -0.40497558481713203, 'gamma_3': 1.0232971575477499, 'gamma_4': -1.2987704637729343, 'gamma_5': 0.13326258019561493, 'gamma_6': -0.13346526785130056, 'gamma_7': -2.731942994572037, 'gamma_8': -1.7004599103470512, 'gamma_9': 2.1971507739399194, 'gamma_10': -0.4099335874418334, 'gamma_11': -0.36165089635475245, 'gamma_12': 0.3694064031355413, 'gamma_13': 0.19639022703494086, 'gamma_14': -0.46615391493433955, 'gamma_15': -3.141116273054581, 'gamma_16': -0.7048401217263501, 'gamma_17': -2.7805186719490202, 'gamma_18': -0.5713549802342217, 'gamma_19': -2.8441104555020393, 'gamma_20': 1.793692340648318, 'gamma_21': 0.9935795067115761, 'gamma_22': -1.2898993065188877, 'gamma_23': -1.359832485940129, 'gamma_24': 1.8497359680571315, 'gamma_25': 1.4790143203722297, 'gamma_26': 0.1605792519624305, 'gamma_27': 0.156831324131039, 'gamma_28': -1.6009062526578677, 'gamma_29': -2.667939997105905, 'gamma_30': 1.0060208941051816, 'gamma_31': -1.2203222251284136, 'gamma_32': -2.714926580043948, 'gamma_33': 1.7032598731844897, 'beta_0': -1.0942595438099483, 'beta_1': 1.6667520074885418, 'beta_2': -2.8241407672865435, 'beta_3': -0.36297395332266436, 'beta_4': -0.5574221869293214, 'beta_5': 2.1444107567813218, 'beta_6': -0.4474288537339598, 'beta_7': -0.814256596886217, 'beta_8': 1.884807555852894, 'beta_9': 1.1374349032420858, 'beta_10': 1.2974167422797473, 'beta_11': 2.4807970680705886, 'beta_12': 2.7288230657614916, 'beta_13': 3.113280879310336, 'beta_14': 0.6545465279381826, 'beta_15': 0.783690758942223, 'beta_16': 1.8739791060590214, 'beta_17': -2.85786614502932, 'beta_18': -0.3966768465634888, 'beta_19': -1.2851051074316673, 'beta_20': 2.711775189083011, 'beta_21': 0.9686750448389914, 'beta_22': -2.2200427836244674, 'beta_23': 2.6114009532565454, 'beta_24': -1.7087803977049871, 'beta_25': -0.9179657135303498, 'beta_26': 0.9958254722831761, 'beta_27': -2.5283833022460156, 'beta_28': 0.28709067260071197, 'beta_29': -1.8715083084567077, 'beta_30': 1.3602967578720935, 'beta_31': 2.657379422691944, 'beta_32': -2.131565694933345, 'beta_33': -1.6350091547410757}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-06 13:22:54,989] Trial 82 finished with value: -31.12375 and parameters: {'optimizer': 'COBYLA', 'reps': 33, 'gamma_0': -2.753237512724958, 'gamma_1': -1.0355671698750935, 'gamma_2': -1.667669507375221, 'gamma_3': 1.4290500810570723, 'gamma_4': -1.4935953630005345, 'gamma_5': -0.6742699851922054, 'gamma_6': -0.3145592839741032, 'gamma_7': 2.158025698561949, 'gamma_8': -1.9858901501950392, 'gamma_9': 2.5679559095077944, 'gamma_10': -0.8001525502896721, 'gamma_11': -0.6308674882993099, 'gamma_12': -1.1358525319908044, 'gamma_13': -0.17919378485241935, 'gamma_14': -0.11575003659322203, 'gamma_15': 0.3556863628141289, 'gamma_16': -0.8424917032377038, 'gamma_17': -2.9305585930540454, 'gamma_18': -0.9053394465722777, 'gamma_19': 2.2677254986474105, 'gamma_20': -0.7865084302468566, 'gamma_21': 1.9059465339522768, 'gamma_22': -1.6026325697591028, 'gamma_23': -0.8042337560749302, 'gamma_24': 1.6628263123085598, 'gamma_25': 1.8274853134061941, 'gamma_26': 1.3096259148883527, 'gamma_27': -0.28341552077823756, 'gamma_28': -3.132802164589514, 'gamma_29': -2.8394954804176376, 'gamma_30': 2.743565745515623, 'gamma_31': -0.3487431378911695, 'gamma_32': -2.0689783714947954, 'beta_0': 2.4933599640566824, 'beta_1': 1.9343891380746416, 'beta_2': -2.637471203294139, 'beta_3': -0.5308568304174868, 'beta_4': -0.8354792439988921, 'beta_5': 2.4954529854091345, 'beta_6': -0.0649053136242135, 'beta_7': -1.608305404062559, 'beta_8': 1.3598297878279242, 'beta_9': 1.809724072161067, 'beta_10': 1.5817092354282285, 'beta_11': 2.014476478181045, 'beta_12': 1.976959199083029, 'beta_13': 2.9765079227174485, 'beta_14': 0.9992302016225092, 'beta_15': -0.04592784977299669, 'beta_16': 1.487219612241032, 'beta_17': -2.489305506193116, 'beta_18': -0.253386455592729, 'beta_19': -0.12718515088187587, 'beta_20': 3.1392765460003664, 'beta_21': 1.614632586787988, 'beta_22': -1.2555412672520783, 'beta_23': 2.7405581630157085, 'beta_24': -1.901282665875908, 'beta_25': -0.13474452575974682, 'beta_26': 1.4124083531926948, 'beta_27': 0.02848096776928155, 'beta_28': 0.3348048184329195, 'beta_29': -1.3997631421015782, 'beta_30': 1.9084805762441706, 'beta_31': 3.072026827902175, 'beta_32': -1.8528785541629664}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-06 13:38:45,186] Trial 83 finished with value: -30.283875000000005 and parameters: {'optimizer': 'COBYLA', 'reps': 36, 'gamma_0': -3.0078956857859156, 'gamma_1': -1.4068169667522041, 'gamma_2': -2.0794651845590786, 'gamma_3': 0.6525512517258591, 'gamma_4': -1.959715019545145, 'gamma_5': -0.3816105236710714, 'gamma_6': 0.047361598015299, 'gamma_7': -1.4312839869988634, 'gamma_8': -2.242780820845814, 'gamma_9': 2.735358790395924, 'gamma_10': 0.4380903506788665, 'gamma_11': 0.9907078893612232, 'gamma_12': -0.16246348873244137, 'gamma_13': -1.0756850247518452, 'gamma_14': -0.7861497854063039, 'gamma_15': -2.8565460205422597, 'gamma_16': -0.3794259559086224, 'gamma_17': -2.7419880671457117, 'gamma_18': -0.7429503228856122, 'gamma_19': 0.19884027163746154, 'gamma_20': 0.7703373098474413, 'gamma_21': 0.7264447248503637, 'gamma_22': -0.4905144713743992, 'gamma_23': 0.13606759632020093, 'gamma_24': 1.227749811565359, 'gamma_25': 1.1518510578130954, 'gamma_26': 0.46473997277264845, 'gamma_27': 0.29104151345572304, 'gamma_28': 2.5934201271858974, 'gamma_29': -2.3666237847023606, 'gamma_30': 1.7532507182812793, 'gamma_31': -0.5555954444320597, 'gamma_32': -2.772571674786281, 'gamma_33': 2.16593520278657, 'gamma_34': -0.8071328644468438, 'gamma_35': 0.2749980992242773, 'beta_0': -0.06468921588021538, 'beta_1': 1.4235368702646092, 'beta_2': -3.0418098072992996, 'beta_3': -0.05469462561247895, 'beta_4': -0.06450978693750131, 'beta_5': 1.5828040595491204, 'beta_6': -0.9044247906110241, 'beta_7': -1.015466838271042, 'beta_8': 2.031798331369473, 'beta_9': 1.387553590217117, 'beta_10': 1.3176417906067324, 'beta_11': 2.2769071906248097, 'beta_12': 2.210548287205527, 'beta_13': -0.49058088997671756, 'beta_14': 0.4058345360289195, 'beta_15': 0.5861958968420481, 'beta_16': 1.6956468458898208, 'beta_17': -3.0247933007784042, 'beta_18': -0.47251574586803197, 'beta_19': -1.6729400612583516, 'beta_20': 2.8407410103568367, 'beta_21': -0.7965140450047093, 'beta_22': -1.7279620922960799, 'beta_23': 2.432674171199768, 'beta_24': -1.5357212873518538, 'beta_25': 1.799329147021665, 'beta_26': 1.2284946345321288, 'beta_27': -2.8621212387979047, 'beta_28': 2.2511465305236484, 'beta_29': -3.1318879809702835, 'beta_30': 1.3738912395850513, 'beta_31': 2.374467829247689, 'beta_32': -0.9713481845793948, 'beta_33': -0.994121545178479, 'beta_34': -2.3346790907857775, 'beta_35': 0.3206631403025728}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-06 13:51:13,068] Trial 84 finished with value: -31.006500000000003 and parameters: {'optimizer': 'COBYLA', 'reps': 28, 'gamma_0': -2.49783792117317, 'gamma_1': -1.5390012476568187, 'gamma_2': 0.5699744465539875, 'gamma_3': 0.790321971400699, 'gamma_4': -2.089519329073503, 'gamma_5': -1.1101954624200472, 'gamma_6': -0.44290017535366166, 'gamma_7': -0.06043575444334215, 'gamma_8': -2.9497754883192977, 'gamma_9': 2.34117231425326, 'gamma_10': 0.2282854769612508, 'gamma_11': 0.45775942827914906, 'gamma_12': -3.122686671261146, 'gamma_13': -1.5903639704159955, 'gamma_14': -0.36514389057360735, 'gamma_15': -2.3710078129301597, 'gamma_16': -1.0952116094456226, 'gamma_17': -3.0931354433453553, 'gamma_18': -0.14434092916725483, 'gamma_19': 2.5570047613351905, 'gamma_20': 2.6325144176820814, 'gamma_21': -0.09088048027790757, 'gamma_22': -1.1794374610901686, 'gamma_23': -1.1410666620214864, 'gamma_24': 2.201925360997858, 'gamma_25': 0.292102319681522, 'gamma_26': 0.7384926017412612, 'gamma_27': -0.10316508733945084, 'beta_0': 0.16893537640080558, 'beta_1': 0.6749140725485038, 'beta_2': -1.0490914644209481, 'beta_3': -1.0281458080266368, 'beta_4': -1.285975907680405, 'beta_5': 2.052205213519592, 'beta_6': -0.3899544388627938, 'beta_7': 0.17996253420102581, 'beta_8': 2.2969190143244416, 'beta_9': 0.9819175341787303, 'beta_10': 1.7558943723367941, 'beta_11': 2.7907506814336607, 'beta_12': 2.514690974567966, 'beta_13': 2.5899505034417056, 'beta_14': -0.25315828169659266, 'beta_15': 0.48389813871957876, 'beta_16': 2.2251861669906083, 'beta_17': -2.677596600066289, 'beta_18': 0.21421612072198215, 'beta_19': -2.902762048470398, 'beta_20': 2.3480061483657995, 'beta_21': 0.6131280361740896, 'beta_22': -1.936359149366902, 'beta_23': 1.9570627772708713, 'beta_24': -1.1901865630545085, 'beta_25': -3.020446426925041, 'beta_26': 1.7056799510026535, 'beta_27': -1.7031157794736766}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-06 14:07:57,448] Trial 85 finished with value: -32.511625 and parameters: {'optimizer': 'COBYLA', 'reps': 38, 'gamma_0': -2.8030821798374355, 'gamma_1': -1.7428890955669696, 'gamma_2': -0.9540497903016356, 'gamma_3': -0.01254591104007885, 'gamma_4': -2.7464413388075988, 'gamma_5': 0.3360504557455466, 'gamma_6': -2.815271490217014, 'gamma_7': -1.8290696988654904, 'gamma_8': -2.7130216502316107, 'gamma_9': 1.0839726780192078, 'gamma_10': -0.4751957446172849, 'gamma_11': 0.18297095527606116, 'gamma_12': -2.7934168439287026, 'gamma_13': -0.826163860659679, 'gamma_14': 0.2829833726994586, 'gamma_15': 2.048605472533104, 'gamma_16': -0.5596595948107401, 'gamma_17': -2.235511820444129, 'gamma_18': 0.3349909561000117, 'gamma_19': 2.833358479776955, 'gamma_20': 0.312539681105538, 'gamma_21': 0.47886030666475904, 'gamma_22': -1.896931546116617, 'gamma_23': -1.5904051624495936, 'gamma_24': 1.782734174440654, 'gamma_25': 2.376475614905008, 'gamma_26': -0.2649668815758085, 'gamma_27': 2.3668567398789717, 'gamma_28': -1.1705790275281296, 'gamma_29': -2.8785095231066467, 'gamma_30': -0.39676572761478135, 'gamma_31': -0.017983653867299165, 'gamma_32': -3.1130078106322268, 'gamma_33': 2.759107224080518, 'gamma_34': -2.227868084251743, 'gamma_35': -0.5260354320784022, 'gamma_36': 0.6338144887070696, 'gamma_37': -1.1476110611510233, 'beta_0': -0.3567538700923395, 'beta_1': 1.1370918906354985, 'beta_2': -0.7391715298321762, 'beta_3': -0.3184425028956152, 'beta_4': -1.8497747218091236, 'beta_5': 1.2779138278492477, 'beta_6': -0.7069805606398202, 'beta_7': -0.5242185428540249, 'beta_8': 2.9214515623374995, 'beta_9': 0.35286740380892234, 'beta_10': 0.9691377486691017, 'beta_11': 1.3898527289763145, 'beta_12': -0.30670450460002363, 'beta_13': 2.3624346441919237, 'beta_14': 0.177172866991533, 'beta_15': -0.8963358209234702, 'beta_16': -0.9589582537680572, 'beta_17': -2.945534364298048, 'beta_18': -0.14515939316383347, 'beta_19': -0.6251700879569199, 'beta_20': 2.593543446364794, 'beta_21': 1.1129321758645074, 'beta_22': -0.9092962529925429, 'beta_23': 2.892086521380258, 'beta_24': -2.7729615842298543, 'beta_25': 0.33688889162954644, 'beta_26': 0.9559328966501197, 'beta_27': -2.111853074715677, 'beta_28': 0.7179717014892475, 'beta_29': -2.8408586582457644, 'beta_30': 2.4313428075287007, 'beta_31': 1.4744318793698545, 'beta_32': -0.37197780289113447, 'beta_33': 0.21839442967248024, 'beta_34': -1.4399700160917623, 'beta_35': -2.1329025461287054, 'beta_36': 1.7910057285099918, 'beta_37': -1.9474983738719562}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-06 14:24:44,613] Trial 86 finished with value: -31.085624999999993 and parameters: {'optimizer': 'COBYLA', 'reps': 38, 'gamma_0': -2.7662085835983983, 'gamma_1': -1.7726287794785471, 'gamma_2': 0.12333464854039766, 'gamma_3': 0.010789114487548268, 'gamma_4': -2.8126898440620915, 'gamma_5': 0.31974630704332563, 'gamma_6': -2.795994470352732, 'gamma_7': -1.8332404750647744, 'gamma_8': -2.724210470979468, 'gamma_9': 0.764915919215263, 'gamma_10': 0.006770971831150163, 'gamma_11': 0.21127261846104492, 'gamma_12': -2.7812379049181777, 'gamma_13': -0.7573490678670871, 'gamma_14': 0.5874045971620261, 'gamma_15': 2.114622421981784, 'gamma_16': 0.21321019957437204, 'gamma_17': -2.226703458182283, 'gamma_18': 0.6617155905750325, 'gamma_19': 2.7723578854428155, 'gamma_20': 0.37590614933572, 'gamma_21': 0.33379660826422086, 'gamma_22': -2.4377032321298326, 'gamma_23': -1.617052183002064, 'gamma_24': 1.8177253503700612, 'gamma_25': 2.8668461008045383, 'gamma_26': -1.243539658158268, 'gamma_27': 2.032423486222697, 'gamma_28': -1.1012206282557937, 'gamma_29': -2.9074781629360738, 'gamma_30': -0.3968711462684849, 'gamma_31': 0.8403618439158942, 'gamma_32': -3.059931663587186, 'gamma_33': -3.139415884067249, 'gamma_34': -2.211664324743896, 'gamma_35': -0.5312561562187786, 'gamma_36': 0.6062814678161117, 'gamma_37': -1.4447087988788867, 'beta_0': 0.6625028877921711, 'beta_1': 1.0736796221873242, 'beta_2': -1.3017780013516145, 'beta_3': -2.2228171867614055, 'beta_4': -1.9302937145737955, 'beta_5': 1.3361675816018614, 'beta_6': -0.7018727831447875, 'beta_7': -0.5467881301492453, 'beta_8': 2.917658072669367, 'beta_9': 0.32712852588599173, 'beta_10': 0.8297023582182953, 'beta_11': 1.401484389953676, 'beta_12': -0.4750408303304099, 'beta_13': 2.396104714467353, 'beta_14': -0.1085223040648352, 'beta_15': -1.6274045755532298, 'beta_16': -1.0228483693432362, 'beta_17': -1.3672322410309679, 'beta_18': -0.11777408333526017, 'beta_19': -0.5727987553411344, 'beta_20': 1.7043779427679238, 'beta_21': 1.2034249459901074, 'beta_22': 1.2898929994930437, 'beta_23': 1.7310641421304434, 'beta_24': -2.874485999984087, 'beta_25': 0.3436544354941549, 'beta_26': 0.8924726248497317, 'beta_27': -1.2529836262518337, 'beta_28': 0.931162087067941, 'beta_29': -2.4850195160744106, 'beta_30': 2.525832322550333, 'beta_31': 1.4235554201415794, 'beta_32': -0.42135054074201106, 'beta_33': 0.7181210682908559, 'beta_34': -1.3439343177666458, 'beta_35': -2.487923059788578, 'beta_36': 1.5725730203891188, 'beta_37': -1.600136495551915}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-06 14:43:07,404] Trial 87 finished with value: -31.156999999999996 and parameters: {'optimizer': 'COBYLA', 'reps': 42, 'gamma_0': 1.4244790809149177, 'gamma_1': 2.935317969319596, 'gamma_2': -0.3976708425475693, 'gamma_3': 2.1621053558135954, 'gamma_4': -3.078470042105483, 'gamma_5': 0.6266809083907954, 'gamma_6': -2.8007594067642207, 'gamma_7': -2.2541755621750146, 'gamma_8': -2.418272661905859, 'gamma_9': 1.1301180108381885, 'gamma_10': -1.1519902422994102, 'gamma_11': -0.1325934569713758, 'gamma_12': -2.5666539170598908, 'gamma_13': -2.0644971950180726, 'gamma_14': 0.30395397135113633, 'gamma_15': 2.011237140649386, 'gamma_16': -0.5653698048082475, 'gamma_17': -2.514838108550485, 'gamma_18': 0.3605542952016584, 'gamma_19': 0.8121253075116359, 'gamma_20': 0.20835662151959328, 'gamma_21': -0.34754536895190447, 'gamma_22': -1.947971875990431, 'gamma_23': -2.4463477471575406, 'gamma_24': 2.4989616122295946, 'gamma_25': 2.471342890685113, 'gamma_26': -0.32601527913758366, 'gamma_27': 2.8820011996267607, 'gamma_28': -0.7635631389551557, 'gamma_29': -1.8791485334512683, 'gamma_30': -1.3171765223993304, 'gamma_31': 0.051652845325808494, 'gamma_32': -3.1379715710555014, 'gamma_33': 1.3556059750416636, 'gamma_34': -2.8406739454074232, 'gamma_35': -1.219588089530273, 'gamma_36': 2.279586158876726, 'gamma_37': -1.0489493012002886, 'gamma_38': 2.0285379005054134, 'gamma_39': 1.390705347414087, 'gamma_40': -0.9389215467268421, 'gamma_41': 1.1942675983230273, 'beta_0': 0.3138662199364418, 'beta_1': 1.3382010447030646, 'beta_2': -0.7591832960968808, 'beta_3': -0.622260627652891, 'beta_4': -2.4524403875552734, 'beta_5': -2.2798757411368555, 'beta_6': -1.2088385390447753, 'beta_7': -0.15991459982970774, 'beta_8': 2.6771586362299398, 'beta_9': 0.03520494896703075, 'beta_10': 0.9541234806382397, 'beta_11': 0.7495794251088115, 'beta_12': -0.05591956176473978, 'beta_13': 1.9994378845627412, 'beta_14': -0.5988330992980253, 'beta_15': -0.8851649809093429, 'beta_16': -2.2866980235230714, 'beta_17': -2.990609530839033, 'beta_18': 1.0192292075102158, 'beta_19': 0.11297607817059108, 'beta_20': 2.5098374268469628, 'beta_21': 0.8174106796251324, 'beta_22': -0.8716764623277402, 'beta_23': 2.988069175706861, 'beta_24': -2.6511894398912803, 'beta_25': 0.7611605613046155, 'beta_26': -0.6686455181817577, 'beta_27': -2.0565278445550534, 'beta_28': 1.638698418922605, 'beta_29': -2.2953328666844808, 'beta_30': 3.0430803194665605, 'beta_31': 1.9580137668482303, 'beta_32': 0.08535447996585721, 'beta_33': 1.413964647399742, 'beta_34': -1.6413359967777557, 'beta_35': -2.017074120402493, 'beta_36': 2.663336267119896, 'beta_37': -2.166157001205501, 'beta_38': -2.687973208779619, 'beta_39': -3.0698706787927477, 'beta_40': -1.9030943750702587, 'beta_41': -0.5614486134919163}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-06 15:00:39,946] Trial 88 finished with value: -31.163124999999997 and parameters: {'optimizer': 'COBYLA', 'reps': 40, 'gamma_0': -1.674125881513284, 'gamma_1': -2.0211698647682654, 'gamma_2': 0.4088661537886248, 'gamma_3': 0.19675937896165463, 'gamma_4': -2.4905592838095627, 'gamma_5': -1.3426934089601614, 'gamma_6': -2.357875476434203, 'gamma_7': 1.1025501207554471, 'gamma_8': -2.6183560148944958, 'gamma_9': 1.6130341759208655, 'gamma_10': -0.45577755237386985, 'gamma_11': 1.696640775835096, 'gamma_12': -0.8453233164156679, 'gamma_13': -1.1794071527403969, 'gamma_14': 0.9375474547193092, 'gamma_15': 2.2232681278990154, 'gamma_16': 2.0809285468147225, 'gamma_17': -2.042193946819019, 'gamma_18': 1.0635878694933998, 'gamma_19': 0.5206500838940201, 'gamma_20': -0.3987099808915965, 'gamma_21': 0.1449410326336975, 'gamma_22': -2.1831035324366233, 'gamma_23': -2.1891740383346967, 'gamma_24': 2.181508622576722, 'gamma_25': 0.8528338919257751, 'gamma_26': -0.07746514046483965, 'gamma_27': 2.537118941706289, 'gamma_28': 1.6160399905105436, 'gamma_29': 1.0581284272761193, 'gamma_30': -0.5770506565750204, 'gamma_31': 0.6632086167958564, 'gamma_32': -2.8171916087694675, 'gamma_33': 2.682513117939338, 'gamma_34': -1.6802749135623738, 'gamma_35': 1.7517583725892618, 'gamma_36': 0.8488698906473227, 'gamma_37': -2.5039001896407105, 'gamma_38': 0.1326759593495439, 'gamma_39': 2.5876767814271173, 'beta_0': 1.922050308507261, 'beta_1': 1.1600818478593253, 'beta_2': -0.4829469916231359, 'beta_3': -1.849511717728017, 'beta_4': -1.7839474372325093, 'beta_5': 0.39384360233077476, 'beta_6': 0.3635722546485669, 'beta_7': -1.9107745010735098, 'beta_8': 3.05049929953273, 'beta_9': 0.5778351427078323, 'beta_10': -2.432270375574384, 'beta_11': 1.2111890285617213, 'beta_12': 0.16945845652244107, 'beta_13': 1.2761250437316873, 'beta_14': -0.8654398060123238, 'beta_15': -0.3462762516422634, 'beta_16': -1.28910609031928, 'beta_17': -2.287993300702572, 'beta_18': 0.5997506280984852, 'beta_19': -0.864951530248984, 'beta_20': 3.0066123303095296, 'beta_21': -0.3258306597194158, 'beta_22': -0.42811351686820986, 'beta_23': 2.2854967555882215, 'beta_24': -3.090554577641495, 'beta_25': 0.0076971153966085, 'beta_26': -0.09127547358995386, 'beta_27': -2.3646672973653904, 'beta_28': 0.7419674649285087, 'beta_29': -1.4956738392927993, 'beta_30': 2.666633259662993, 'beta_31': 0.8410748735485809, 'beta_32': 0.5703754791723579, 'beta_33': -0.009182507100867113, 'beta_34': -0.5680910738076927, 'beta_35': -2.7631305217852242, 'beta_36': 2.020587725771551, 'beta_37': -0.8676067726947426, 'beta_38': 2.424646749410084, 'beta_39': -0.6770316974889368}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-06 15:20:14,808] Trial 89 finished with value: -31.406750000000002 and parameters: {'optimizer': 'COBYLA', 'reps': 45, 'gamma_0': -2.6415619342849523, 'gamma_1': -1.3087050794366448, 'gamma_2': 2.857970286244329, 'gamma_3': 2.5589692514986493, 'gamma_4': -0.8430631138125924, 'gamma_5': 1.164596802222993, 'gamma_6': 1.283744519044199, 'gamma_7': 0.8831628249679495, 'gamma_8': -3.0711687197393003, 'gamma_9': 1.8518043115977358, 'gamma_10': -0.15347311481500817, 'gamma_11': 0.1804271296742355, 'gamma_12': -2.204314391780038, 'gamma_13': -2.532240741085749, 'gamma_14': 2.1355042200300494, 'gamma_15': 1.464356741135692, 'gamma_16': 1.5930011741396242, 'gamma_17': -1.0066733126624736, 'gamma_18': 0.46429732531294027, 'gamma_19': 1.1004950055004297, 'gamma_20': -2.455373651331933, 'gamma_21': -0.4678304649940245, 'gamma_22': -1.7670560033941112, 'gamma_23': 2.601502598170387, 'gamma_24': 2.766145437285157, 'gamma_25': 2.185732779304029, 'gamma_26': -1.8190646414779783, 'gamma_27': 1.4858890950071328, 'gamma_28': -1.3478651109232431, 'gamma_29': -3.1311050598596344, 'gamma_30': -2.040730792880843, 'gamma_31': -2.4875555875028703, 'gamma_32': -2.3385889472725307, 'gamma_33': 2.1469799662169535, 'gamma_34': -2.150404418602077, 'gamma_35': 0.13379783977634663, 'gamma_36': 1.4855533496074034, 'gamma_37': -0.94422880724328, 'gamma_38': -0.4169276438443579, 'gamma_39': -0.317165029891477, 'gamma_40': 3.141241538837807, 'gamma_41': -1.2734782042794, 'gamma_42': 0.7227114225771732, 'gamma_43': 1.4835559015241435, 'gamma_44': 1.7069216153009066, 'beta_0': 0.49357606133677095, 'beta_1': 0.5295369370595534, 'beta_2': -0.6117930518046232, 'beta_3': -1.4382554418325437, 'beta_4': -1.4936970124786824, 'beta_5': 2.748464607451324, 'beta_6': -0.9939962888471549, 'beta_7': -2.1770789405686672, 'beta_8': 2.845254704489517, 'beta_9': -0.3681028240542099, 'beta_10': -2.1237022126726823, 'beta_11': 1.7770573707635005, 'beta_12': -1.18105572435913, 'beta_13': -1.369557143877053, 'beta_14': 0.17789239053060493, 'beta_15': -0.6302426741951407, 'beta_16': -0.48680663048550743, 'beta_17': -2.5133601281230895, 'beta_18': 0.1565934379347107, 'beta_19': 0.31083192502819823, 'beta_20': 0.8173192329977388, 'beta_21': -2.1999138367952042, 'beta_22': -2.485730664084639, 'beta_23': 2.531195815707053, 'beta_24': -2.3754502166421, 'beta_25': 0.13698601100048036, 'beta_26': 2.2706183572529155, 'beta_27': -0.2112215676045076, 'beta_28': 1.3970912292205455, 'beta_29': -2.8677472509262953, 'beta_30': 2.164011541257099, 'beta_31': 2.738291602626574, 'beta_32': -0.3114142944237739, 'beta_33': 2.784875456358996, 'beta_34': 0.17151241160612196, 'beta_35': -1.7946154448952822, 'beta_36': 0.877489894400866, 'beta_37': -0.6054706953469943, 'beta_38': 1.570677159893657, 'beta_39': -1.1254208193506252, 'beta_40': 3.017789406545961, 'beta_41': -3.1277724177053066, 'beta_42': 0.6023785701672413, 'beta_43': 3.136462001818372, 'beta_44': 0.7761674704938869}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-06 15:36:30,043] Trial 90 finished with value: -30.978999999999992 and parameters: {'optimizer': 'COBYLA', 'reps': 37, 'gamma_0': -2.0026171208458243, 'gamma_1': -2.535501512059266, 'gamma_2': 0.7555967446405333, 'gamma_3': -1.5579888475839099, 'gamma_4': -2.7609377951205056, 'gamma_5': -1.8193146681119767, 'gamma_6': 0.5519784862685423, 'gamma_7': -1.9347044082152363, 'gamma_8': -0.9809815743180772, 'gamma_9': 1.431279049630962, 'gamma_10': 1.483160337909542, 'gamma_11': 0.7290440271703078, 'gamma_12': 0.659710705701892, 'gamma_13': -1.714860245907377, 'gamma_14': 0.49556200840008235, 'gamma_15': 1.1432686100659089, 'gamma_16': -0.1359424872977244, 'gamma_17': -2.95752057627945, 'gamma_18': -0.006690055042851695, 'gamma_19': 2.193807743283433, 'gamma_20': -0.09061523632286739, 'gamma_21': -0.16362856618440996, 'gamma_22': -1.410712257043117, 'gamma_23': -1.7734641266146973, 'gamma_24': 1.9747637333038097, 'gamma_25': -2.6925615892044426, 'gamma_26': 0.033438136115845375, 'gamma_27': -1.499924030734231, 'gamma_28': -0.3299325769880976, 'gamma_29': 2.6864145691463075, 'gamma_30': 0.4316088642352276, 'gamma_31': -0.08622093182262637, 'gamma_32': -3.136542030684355, 'gamma_33': 0.9721618075770024, 'gamma_34': -2.4569154405048637, 'gamma_35': -1.970144550138574, 'gamma_36': 0.02276283306009408, 'beta_0': -0.4188819302192922, 'beta_1': 1.6130152364561736, 'beta_2': -1.6016038064612288, 'beta_3': 0.3543596436120499, 'beta_4': -2.100974357607548, 'beta_5': 0.8722136173368473, 'beta_6': 0.07147539865988989, 'beta_7': -1.1600871283021648, 'beta_8': 2.5140830585249234, 'beta_9': -1.5903160337971802, 'beta_10': 0.5613826103338925, 'beta_11': 1.0023486754601263, 'beta_12': -0.3620025107571747, 'beta_13': -0.7789461725052023, 'beta_14': -0.4099107501879623, 'beta_15': 1.3973812006267219, 'beta_16': 1.2392360670628282, 'beta_17': -2.771448439012348, 'beta_18': -0.5455310344837023, 'beta_19': -0.1449197945758594, 'beta_20': 2.1014790330716218, 'beta_21': 0.20176612790604276, 'beta_22': -1.0968386739772829, 'beta_23': 2.0540288599840864, 'beta_24': -2.692351955660502, 'beta_25': 0.9474959228529657, 'beta_26': 0.541054805428207, 'beta_27': -2.955034706972065, 'beta_28': 1.0585078623451567, 'beta_29': -2.1035762496658323, 'beta_30': -1.7318878055473632, 'beta_31': -0.179958062442644, 'beta_32': -0.8492685390697674, 'beta_33': 0.867710090416322, 'beta_34': -0.9747220008013433, 'beta_35': -1.1320016398198058, 'beta_36': -0.12961226294137365}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-06 15:51:51,143] Trial 91 finished with value: -31.660624999999996 and parameters: {'optimizer': 'COBYLA', 'reps': 35, 'gamma_0': -2.823378505097191, 'gamma_1': -1.1270065621496432, 'gamma_2': -0.9949010906067525, 'gamma_3': 0.4499365339229814, 'gamma_4': -1.7149135816021424, 'gamma_5': -0.14030677121350776, 'gamma_6': 0.30642667759228437, 'gamma_7': 0.5806563701686904, 'gamma_8': -2.829658536783029, 'gamma_9': 1.3029226901640547, 'gamma_10': -0.6561849450288674, 'gamma_11': 1.1125576609713175, 'gamma_12': -2.9235127615558825, 'gamma_13': -0.5227528529416616, 'gamma_14': -0.13391297371274125, 'gamma_15': 1.8223993395378264, 'gamma_16': -0.7842236377178731, 'gamma_17': -3.1312421039520943, 'gamma_18': -0.4444872411126922, 'gamma_19': 2.849970976908393, 'gamma_20': 1.155891710315539, 'gamma_21': 0.4674876432647511, 'gamma_22': -0.965438600319688, 'gamma_23': -0.9891843579951837, 'gamma_24': 1.5598886028671965, 'gamma_25': 1.3736985739571344, 'gamma_26': 1.019629261587026, 'gamma_27': -1.0501963863299155, 'gamma_28': -1.8290134241428335, 'gamma_29': -2.5807895272771946, 'gamma_30': -0.3458439442083824, 'gamma_31': -0.6365141111972579, 'gamma_32': -2.577801792767925, 'gamma_33': 3.1275005988564044, 'gamma_34': -2.679803157788069, 'beta_0': -0.8589238950361748, 'beta_1': 1.840796763486725, 'beta_2': -1.0597648572680192, 'beta_3': -0.07428864008260125, 'beta_4': 2.1580410317668344, 'beta_5': 1.7364884463703254, 'beta_6': -0.25067352886774746, 'beta_7': -0.472001577322528, 'beta_8': 1.0656097035120222, 'beta_9': 0.7910736077938674, 'beta_10': 1.4602175731192961, 'beta_11': 1.8995561258944846, 'beta_12': 2.991138860398988, 'beta_13': 3.025975848275034, 'beta_14': 0.7852492043132349, 'beta_15': -1.0307741576937817, 'beta_16': 1.489531737937908, 'beta_17': -2.9551292590842313, 'beta_18': -0.34104540185701254, 'beta_19': -1.5118446009791067, 'beta_20': 2.59051649325083, 'beta_21': 1.1463023500662588, 'beta_22': -1.5266460095949195, 'beta_23': 2.711687469067167, 'beta_24': -1.4295794094005336, 'beta_25': -1.3541596014062127, 'beta_26': 1.3047207973506916, 'beta_27': -2.4716168561539296, 'beta_28': 0.11150547980504066, 'beta_29': -2.8864656764631893, 'beta_30': 1.7383921757494445, 'beta_31': 2.5299179446950806, 'beta_32': -1.3006943025638957, 'beta_33': -1.8622834780190338, 'beta_34': -2.586332515342649}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-06 16:06:29,183] Trial 92 finished with value: -31.595249999999993 and parameters: {'optimizer': 'COBYLA', 'reps': 33, 'gamma_0': -3.0484250963084762, 'gamma_1': -0.9139507929200749, 'gamma_2': -0.6255042848802744, 'gamma_3': -0.2951110932244213, 'gamma_4': -1.448804261148208, 'gamma_5': 0.20494271330401675, 'gamma_6': -0.08436709216160004, 'gamma_7': -0.4077817091757278, 'gamma_8': -2.142455829800056, 'gamma_9': 1.8276961908198568, 'gamma_10': -0.26722678247464526, 'gamma_11': 0.5912422489186906, 'gamma_12': -2.5988654045002777, 'gamma_13': -0.8145494940933857, 'gamma_14': 0.11010939209957335, 'gamma_15': 2.8693626217997563, 'gamma_16': -1.3502448639714903, 'gamma_17': -2.7903517253873256, 'gamma_18': -0.2786746871903216, 'gamma_19': 3.012093279287939, 'gamma_20': 2.323052731316695, 'gamma_21': 2.738200998131721, 'gamma_22': -1.601984585295758, 'gamma_23': -0.5680931467268473, 'gamma_24': 1.4064413438686238, 'gamma_25': 1.59171423433847, 'gamma_26': 0.6456941066712927, 'gamma_27': 0.6555697402027993, 'gamma_28': -1.571627752404023, 'gamma_29': -2.5643467727973297, 'gamma_30': -0.9351718438031021, 'gamma_31': -1.8799000172344964, 'gamma_32': -1.8665245107433996, 'beta_0': 0.08641656508581219, 'beta_1': 2.059188751791838, 'beta_2': -2.730573185392118, 'beta_3': -0.3003045708009148, 'beta_4': -1.187708246141602, 'beta_5': 1.1622872821532237, 'beta_6': -0.5686391221289209, 'beta_7': -0.8492743555724726, 'beta_8': 1.5769850540803672, 'beta_9': 0.41318316787830367, 'beta_10': 1.0672152581330032, 'beta_11': 1.4782889850953917, 'beta_12': 1.2615256515288156, 'beta_13': -1.0637310112792773, 'beta_14': 0.3025452497509674, 'beta_15': 0.9061693718835175, 'beta_16': -0.36263936916133566, 'beta_17': -3.1316031552200267, 'beta_18': 0.3399495883227201, 'beta_19': -1.0498164293343308, 'beta_20': 2.6756577239560615, 'beta_21': 0.4023987338822629, 'beta_22': -1.2525679600925652, 'beta_23': 2.915911296055555, 'beta_24': -1.6843449551587855, 'beta_25': 2.719132112214693, 'beta_26': 2.687108652007157, 'beta_27': -2.707517542742579, 'beta_28': 0.4282503526569612, 'beta_29': -2.761156019500928, 'beta_30': 0.8510260217095993, 'beta_31': 3.074036209536475, 'beta_32': -1.8110313005480274}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-06 16:20:16,911] Trial 93 finished with value: -30.846375000000002 and parameters: {'optimizer': 'COBYLA', 'reps': 31, 'gamma_0': -3.1261747518805447, 'gamma_1': -1.6615853402970702, 'gamma_2': -1.1929033328305325, 'gamma_3': 1.2452831706724208, 'gamma_4': -2.3095897233407086, 'gamma_5': 0.9091864142491948, 'gamma_6': -3.136657308533453, 'gamma_7': -0.94650331429711, 'gamma_8': -2.4086706265780196, 'gamma_9': 2.564167464929235, 'gamma_10': -2.2444183048685056, 'gamma_11': 1.3160828513557898, 'gamma_12': -1.4570901620300487, 'gamma_13': 0.011662271480962494, 'gamma_14': 3.116037975876095, 'gamma_15': -1.2281012408188903, 'gamma_16': -0.5447967791276412, 'gamma_17': -0.4601307118348881, 'gamma_18': -0.5897519414024152, 'gamma_19': 2.6610265871471745, 'gamma_20': 1.5007215257982023, 'gamma_21': 0.020989899868078032, 'gamma_22': -1.8672969718751184, 'gamma_23': -1.4145354690796466, 'gamma_24': 1.7009925925316804, 'gamma_25': 1.9700431248283967, 'gamma_26': -0.754780360896467, 'gamma_27': -0.705848780834362, 'gamma_28': -1.1681344006623307, 'gamma_29': -2.8948997444936246, 'gamma_30': 0.08793634818882773, 'beta_0': -0.10022839247258797, 'beta_1': 2.462492852787997, 'beta_2': -1.4490732697062385, 'beta_3': -0.4530984758184542, 'beta_4': -1.6790083739418673, 'beta_5': 2.258074758193329, 'beta_6': -0.18849118056010805, 'beta_7': 3.1374918682839152, 'beta_8': 1.8371675983852187, 'beta_9': -1.3516516628076012, 'beta_10': 1.3379142668659048, 'beta_11': 2.218979430676583, 'beta_12': 1.0527326805595532, 'beta_13': 2.778092620840273, 'beta_14': 0.020604145864429046, 'beta_15': -1.4099119805789155, 'beta_16': 2.0297397296069866, 'beta_17': -2.761947900153588, 'beta_18': 0.040238040971777356, 'beta_19': -0.6193854602554865, 'beta_20': 2.2377663037372253, 'beta_21': 1.4285133392275742, 'beta_22': -1.6171016980911554, 'beta_23': 2.400205815411808, 'beta_24': -1.0109186496869804, 'beta_25': -0.4300323802246008, 'beta_26': 1.6172951147228332, 'beta_27': -2.1744385512903297, 'beta_28': -0.25452105641357164, 'beta_29': -3.136987529614535, 'beta_30': 2.2425417232341216}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-06 16:33:12,209] Trial 94 finished with value: -31.198750000000004 and parameters: {'optimizer': 'COBYLA', 'reps': 29, 'gamma_0': -2.4749997722740216, 'gamma_1': -0.31595175247667784, 'gamma_2': -1.497325489554337, 'gamma_3': -2.0935494477446785, 'gamma_4': -1.0423727017917896, 'gamma_5': 0.01884530731009637, 'gamma_6': -1.048181402638486, 'gamma_7': -0.20104058341529582, 'gamma_8': -2.5905724511803774, 'gamma_9': 2.0053762892463047, 'gamma_10': -0.45349677329607546, 'gamma_11': -0.24740424148315432, 'gamma_12': -3.1129623682415457, 'gamma_13': -0.3084248024849756, 'gamma_14': 1.1834057770704471, 'gamma_15': -2.5555517052959567, 'gamma_16': -1.0058320706943773, 'gamma_17': -2.321648974734116, 'gamma_18': 0.22829896850769807, 'gamma_19': 3.1407022214433464, 'gamma_20': 2.0592167608003606, 'gamma_21': 0.21733723476013872, 'gamma_22': -1.3310488692112858, 'gamma_23': -0.8060618585262105, 'gamma_24': 0.9835230627812824, 'gamma_25': 0.44579087860117966, 'gamma_26': 0.39457537282672206, 'gamma_27': 0.5151830812110401, 'gamma_28': -2.0861014000537716, 'beta_0': -0.4087455263299706, 'beta_1': 2.8197619669539398, 'beta_2': -0.843667499286844, 'beta_3': 0.10545330574542006, 'beta_4': -0.9620361087348082, 'beta_5': 1.6697605537410012, 'beta_6': -0.4672042305638122, 'beta_7': -0.7670693651892893, 'beta_8': 2.182267960439489, 'beta_9': -1.0604922956321878, 'beta_10': 1.0526066462275898, 'beta_11': 1.6563861462797804, 'beta_12': 1.6182240915208808, 'beta_13': 0.30427541752012643, 'beta_14': 0.5159064060162211, 'beta_15': -0.13067613067188721, 'beta_16': -1.510415452363193, 'beta_17': -2.5718432621848835, 'beta_18': -1.0710519135364287, 'beta_19': -0.3136304524056856, 'beta_20': 2.885612968315952, 'beta_21': 1.006173544502126, 'beta_22': -0.9829189670959808, 'beta_23': 2.5688519533552547, 'beta_24': -2.2380479797272925, 'beta_25': -1.0953016242114781, 'beta_26': 1.0268444525949283, 'beta_27': -3.1129918358886846, 'beta_28': 0.5890378593510482}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-06 16:49:51,986] Trial 95 finished with value: -32.004125 and parameters: {'optimizer': 'COBYLA', 'reps': 38, 'gamma_0': -2.8996467978561866, 'gamma_1': -1.8732083379643691, 'gamma_2': -0.8394375010782, 'gamma_3': 0.8767553799330638, 'gamma_4': -1.2890754405483444, 'gamma_5': -0.3064179938204752, 'gamma_6': 0.1218621650279601, 'gamma_7': 0.41359513480759413, 'gamma_8': -1.9796267352135326, 'gamma_9': 1.6827712608393455, 'gamma_10': 0.3208153814756236, 'gamma_11': 0.9268412927687029, 'gamma_12': -0.6147128058594524, 'gamma_13': -1.5103034934928048, 'gamma_14': 0.21160112379232593, 'gamma_15': -2.7279342839603693, 'gamma_16': -0.30731963562074116, 'gamma_17': -2.628118542511533, 'gamma_18': -1.0132942442412294, 'gamma_19': 1.9150975868291433, 'gamma_20': 2.882593187676905, 'gamma_21': 0.8960389834076135, 'gamma_22': -1.7309328435670788, 'gamma_23': -0.20291080030117015, 'gamma_24': 2.341053675842347, 'gamma_25': 2.3630859253461085, 'gamma_26': 0.13405776527568147, 'gamma_27': 2.2452070026721307, 'gamma_28': -2.473893724868743, 'gamma_29': -2.0431631278544846, 'gamma_30': 0.5560239463492158, 'gamma_31': -0.1520992245849453, 'gamma_32': -1.3615232558229882, 'gamma_33': 2.9541145798802937, 'gamma_34': -1.7974487089442819, 'gamma_35': -0.6353826821854486, 'gamma_36': -0.5427724703400874, 'gamma_37': -0.21977204567860292, 'beta_0': -0.7304842554484579, 'beta_1': 1.2507369286847025, 'beta_2': 0.237260728666983, 'beta_3': -0.7225549785949118, 'beta_4': -0.774915301796824, 'beta_5': 1.448290490114797, 'beta_6': -0.7285272192620362, 'beta_7': -1.302802544734565, 'beta_8': 0.9300793398540321, 'beta_9': -0.16377683986589325, 'beta_10': -1.3895767752904487, 'beta_11': -2.5179198351710586, 'beta_12': 0.684380672750287, 'beta_13': 2.2717689173533193, 'beta_14': 0.9481718864225265, 'beta_15': -0.8150534478625533, 'beta_16': 1.7141931880825454, 'beta_17': -2.3976552022953674, 'beta_18': -0.832449283018327, 'beta_19': -1.321603486237172, 'beta_20': 2.374229340917368, 'beta_21': -0.9081223527392395, 'beta_22': 0.7688745958685391, 'beta_23': 2.7156485331047104, 'beta_24': -1.8933770046548801, 'beta_25': -0.7722622289110372, 'beta_26': 1.9388839087797993, 'beta_27': -2.6964547191169066, 'beta_28': 0.8587303123515342, 'beta_29': -1.7769783754169246, 'beta_30': 1.5241989866797845, 'beta_31': 1.8999902485962452, 'beta_32': -1.572709570475567, 'beta_33': -1.4679668235302952, 'beta_34': 2.502783886099622, 'beta_35': -3.030180537438279, 'beta_36': 2.6971306686416616, 'beta_37': -2.1689453122166378}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-06 17:06:40,051] Trial 96 finished with value: -30.708249999999996 and parameters: {'optimizer': 'COBYLA', 'reps': 38, 'gamma_0': -2.968773805307792, 'gamma_1': -1.8636677249290512, 'gamma_2': -0.9132564186838392, 'gamma_3': 0.9416096101686656, 'gamma_4': -2.638849399945993, 'gamma_5': 0.4053243258400637, 'gamma_6': -2.1163072949583976, 'gamma_7': 0.41613180897278473, 'gamma_8': -1.5521064315264361, 'gamma_9': 1.1471177629785316, 'gamma_10': 0.5837558226209957, 'gamma_11': 1.6216122673598503, 'gamma_12': -0.6525675761004546, 'gamma_13': -1.4412000371015472, 'gamma_14': 0.3017789116519614, 'gamma_15': 1.5702991318216462, 'gamma_16': -0.2904520881545834, 'gamma_17': -2.502191637283312, 'gamma_18': -2.155192675439005, 'gamma_19': 1.9472088779717938, 'gamma_20': 3.0126074991825824, 'gamma_21': 0.559241590523416, 'gamma_22': -1.704092443549607, 'gamma_23': -1.58471869604116, 'gamma_24': 2.3473527074221803, 'gamma_25': 2.3283845607975557, 'gamma_26': -0.2470947460895746, 'gamma_27': 2.306512915757488, 'gamma_28': -2.524175800419957, 'gamma_29': -2.0626174857259896, 'gamma_30': 1.016437120587041, 'gamma_31': -0.2295318835812653, 'gamma_32': -2.2162664154871057, 'gamma_33': 1.8288811680774113, 'gamma_34': -1.9002204857775076, 'gamma_35': -0.5380727565347053, 'gamma_36': -0.4792220845938376, 'gamma_37': -0.14441426473275554, 'beta_0': -1.8961034144961613, 'beta_1': 1.2558497931797221, 'beta_2': 1.3873490944605271, 'beta_3': -1.171315312414619, 'beta_4': -0.7636846694791344, 'beta_5': 0.6667583281267627, 'beta_6': -0.7981637950077589, 'beta_7': -1.2965662631100385, 'beta_8': 0.8815653567233145, 'beta_9': -0.10397345878972976, 'beta_10': -1.0793126382602984, 'beta_11': -2.605910788106441, 'beta_12': 0.6520925875662842, 'beta_13': 1.7776298409519686, 'beta_14': 1.4583521106503186, 'beta_15': -0.8373095670211622, 'beta_16': 1.3493966728184854, 'beta_17': -2.1601080335232465, 'beta_18': -0.7527823887206633, 'beta_19': -1.2840047228475215, 'beta_20': 2.350344879161786, 'beta_21': -1.309079200365582, 'beta_22': 0.7670097903812987, 'beta_23': 2.2377569055621684, 'beta_24': -1.9003568192757438, 'beta_25': -0.07678961186547795, 'beta_26': 1.9603678687007615, 'beta_27': -0.6033517608782379, 'beta_28': 0.8407413676181019, 'beta_29': -1.6962869159260965, 'beta_30': 1.6474016323267366, 'beta_31': 1.9714326104088573, 'beta_32': 1.5526928758192182, 'beta_33': -2.8236157943161246, 'beta_34': 2.400937889994188, 'beta_35': -3.1205884704922817, 'beta_36': 2.783651209068029, 'beta_37': -2.185796099544082}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-06 18:11:04,266] Trial 97 finished with value: -27.970000000000002 and parameters: {'optimizer': 'QN-SPSA', 'reps': 40, 'gamma_0': -2.227660547959167, 'gamma_1': -2.34129240363027, 'gamma_2': -0.12950116036639897, 'gamma_3': 0.3555568138890899, 'gamma_4': -2.978224536282416, 'gamma_5': -0.910078598888707, 'gamma_6': 0.4401772904203457, 'gamma_7': 0.1538014387448895, 'gamma_8': -2.9711895720745343, 'gamma_9': 1.6253807585247328, 'gamma_10': 0.11651124936734984, 'gamma_11': -0.5190341440274927, 'gamma_12': -0.31249191192231845, 'gamma_13': -2.403040353470638, 'gamma_14': 1.7797863027497973, 'gamma_15': 2.4937016136273655, 'gamma_16': 1.8482485829532198, 'gamma_17': -2.6524916476656015, 'gamma_18': -1.2544890418388772, 'gamma_19': 1.3868746835598853, 'gamma_20': 2.7766387588208157, 'gamma_21': -0.7963739113095796, 'gamma_22': -2.140295353902689, 'gamma_23': -0.2603936752483117, 'gamma_24': 2.552847700991408, 'gamma_25': 2.8566632110039687, 'gamma_26': 0.09437367666970198, 'gamma_27': 2.786164854475934, 'gamma_28': -2.19966053629493, 'gamma_29': -1.666146622128126, 'gamma_30': 0.4248815101189758, 'gamma_31': -2.9355705160654546, 'gamma_32': -2.829619108404266, 'gamma_33': -0.8433056481016952, 'gamma_34': -1.7686298867996975, 'gamma_35': -0.7899156353761798, 'gamma_36': -1.022823633529782, 'gamma_37': 0.49728317217544715, 'gamma_38': 1.5344640911025196, 'gamma_39': 1.738676538149783, 'beta_0': -0.7555289041380094, 'beta_1': 0.78417058907031, 'beta_2': -0.08611939937151403, 'beta_3': -0.7621024827699748, 'beta_4': 0.12195396856873525, 'beta_5': 1.4292156003422378, 'beta_6': -1.1010246653844393, 'beta_7': -1.5751823075072038, 'beta_8': 1.191516696263813, 'beta_9': -1.9090870118898366, 'beta_10': -1.56942481165731, 'beta_11': -2.8244612827999878, 'beta_12': 0.4138929322043552, 'beta_13': 2.1730727510373518, 'beta_14': 1.191050862607423, 'beta_15': -1.2431192995223301, 'beta_16': -1.8320451590988622, 'beta_17': -2.414368115137327, 'beta_18': -0.915006062304543, 'beta_19': -0.8229903889103751, 'beta_20': 1.8326664947542275, 'beta_21': -0.5921550399436339, 'beta_22': 0.19942109246232279, 'beta_23': 3.1337350525098997, 'beta_24': -2.5098677574348596, 'beta_25': 0.37136275141183034, 'beta_26': 2.100070116574197, 'beta_27': -1.9279793688021167, 'beta_28': 1.4297324795419866, 'beta_29': -2.182295168878058, 'beta_30': 0.18928944491102606, 'beta_31': 1.4525634869588295, 'beta_32': -0.6515929972815473, 'beta_33': -1.3509785597675708, 'beta_34': 2.7859352055798725, 'beta_35': -2.7967397640703244, 'beta_36': 2.2121063589905097, 'beta_37': -1.4501369064263354, 'beta_38': -0.740680769897937, 'beta_39': -2.6785215346952094}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-06 18:51:33,711] Trial 98 finished with value: -25.374125 and parameters: {'optimizer': 'SPSA', 'reps': 42, 'gamma_0': -2.670394028993732, 'gamma_1': -2.0758234181225887, 'gamma_2': -0.76888273415825, 'gamma_3': 1.6157482626173136, 'gamma_4': -2.1787422650355075, 'gamma_5': -0.2851222586554528, 'gamma_6': 0.1261119408235649, 'gamma_7': 1.2872977768774538, 'gamma_8': -2.781427168967268, 'gamma_9': 1.4233707574650438, 'gamma_10': 0.37617855008846446, 'gamma_11': 0.03490551070466885, 'gamma_12': -0.5323257517059001, 'gamma_13': -1.0137369626919772, 'gamma_14': 2.353098059435069, 'gamma_15': -2.9740251272066227, 'gamma_16': -0.016541809442136124, 'gamma_17': -3.1390580561121846, 'gamma_18': -1.0904411956140942, 'gamma_19': 1.6904324513594464, 'gamma_20': 3.1213652445745197, 'gamma_21': -0.5423462228987084, 'gamma_22': -1.9507081721910633, 'gamma_23': -1.1215659934367355, 'gamma_24': 2.702413080474216, 'gamma_25': 2.9862638807924973, 'gamma_26': -1.172619624230001, 'gamma_27': 2.007693390706123, 'gamma_28': -3.059573363952782, 'gamma_29': -1.0198724311920135, 'gamma_30': 1.6930453500620781, 'gamma_31': 0.7056452399263882, 'gamma_32': -0.624023487288823, 'gamma_33': 2.681274254297809, 'gamma_34': -2.2127735531588026, 'gamma_35': -0.29214533991693514, 'gamma_36': 0.3517168412046843, 'gamma_37': -0.5349869588914926, 'gamma_38': 2.493658900231864, 'gamma_39': 0.6661098290800841, 'gamma_40': -1.8889758051412397, 'gamma_41': 1.8887930691281851, 'beta_0': -1.1792280004487534, 'beta_1': 1.5704861049238452, 'beta_2': 2.9468135100666433, 'beta_3': -0.9511414195045655, 'beta_4': -0.24564130244499371, 'beta_5': 1.8839442762321408, 'beta_6': -1.504107711468576, 'beta_7': 2.4140962239865456, 'beta_8': 1.4292680498566797, 'beta_9': 0.19776676648489983, 'beta_10': -1.2701330725243134, 'beta_11': -1.1277280117826651, 'beta_12': 0.9214818238708973, 'beta_13': 2.6295207992549585, 'beta_14': -0.2885320700142108, 'beta_15': -0.5575814965424144, 'beta_16': 1.1143015469643642, 'beta_17': -1.8079541708606643, 'beta_18': -1.2091670866607818, 'beta_19': -0.2126871377524079, 'beta_20': 2.572257619590673, 'beta_21': -0.8859607662916316, 'beta_22': 1.0968368957427548, 'beta_23': 2.9415735672436973, 'beta_24': -1.3134289353771642, 'beta_25': -0.6618421877710503, 'beta_26': 1.8440147651401135, 'beta_27': -1.473715438672474, 'beta_28': 1.8222059186138773, 'beta_29': -1.8826109872979488, 'beta_30': -2.006885127008991, 'beta_31': 2.277468933362784, 'beta_32': -1.1300949462567176, 'beta_33': -2.340703814810051, 'beta_34': 2.3536448631299782, 'beta_35': -2.309426696863924, 'beta_36': 3.119668730971018, 'beta_37': -2.836377065672026, 'beta_38': 0.4783047208059929, 'beta_39': 0.8176231566812214, 'beta_40': -3.091183493078646, 'beta_41': -2.31998706803184}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-06 19:03:14,992] Trial 99 finished with value: -30.836375000000004 and parameters: {'optimizer': 'COBYLA', 'reps': 25, 'gamma_0': -2.871344449447089, 'gamma_1': -1.5187371439593855, 'gamma_2': 0.07143356525379796, 'gamma_3': 1.1132049578225927, 'gamma_4': -1.3278485494972208, 'gamma_5': -1.5430106281014977, 'gamma_6': 1.081130386461091, 'gamma_7': 0.8001441460718273, 'gamma_8': -1.8936817109385824, 'gamma_9': 0.03189582992761397, 'gamma_10': -1.6662530182543844, 'gamma_11': 0.9996126203028084, 'gamma_12': -0.09025209219096589, 'gamma_13': -1.945009859432706, 'gamma_14': 0.6922649354492306, 'gamma_15': -2.712921326537548, 'gamma_16': 1.106820665385359, 'gamma_17': -1.7709156678835472, 'gamma_18': 0.05744128840686202, 'gamma_19': 0.9361440901804771, 'gamma_20': 2.8667001223994837, 'gamma_21': 0.869206569034348, 'gamma_22': 0.799734330972169, 'gamma_23': 0.0241022246165018, 'gamma_24': 2.987584841386509, 'beta_0': 2.5986037224861853, 'beta_1': 1.0161296155128137, 'beta_2': 0.18770377477886083, 'beta_3': -0.5865864113924442, 'beta_4': -1.4116564966103853, 'beta_5': 1.0027522418563741, 'beta_6': -0.7883560942173057, 'beta_7': -1.3012309562691664, 'beta_8': -2.8683984034134347, 'beta_9': -0.8584318857960116, 'beta_10': -1.334785534769808, 'beta_11': -3.0135715503357305, 'beta_12': -0.28981160792549837, 'beta_13': 2.3228674523535187, 'beta_14': 1.741012694673226, 'beta_15': -2.059777859786241, 'beta_16': -0.9152038460657259, 'beta_17': -1.9706651576915086, 'beta_18': -1.5790236001942244, 'beta_19': 3.086887219511317, 'beta_20': 0.2574374252448854, 'beta_21': -0.477617203845081, 'beta_22': 1.6820736968093146, 'beta_23': 2.717904485265181, 'beta_24': 2.1269346466406787}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-06 19:23:10,990] Trial 100 finished with value: -32.127375 and parameters: {'optimizer': 'COBYLA', 'reps': 44, 'gamma_0': -2.400170675322067, 'gamma_1': -2.2475198363785287, 'gamma_2': -0.33558001806450033, 'gamma_3': 0.8013485023638619, 'gamma_4': -0.722752416910028, 'gamma_5': -0.45388224750423883, 'gamma_6': 1.6315864813896583, 'gamma_7': 1.6186365044346616, 'gamma_8': -2.2940449754326586, 'gamma_9': 0.9495203002391993, 'gamma_10': -0.0085296385296324, 'gamma_11': 0.5738232442145149, 'gamma_12': -1.0572235600963171, 'gamma_13': -1.5803526836184543, 'gamma_14': 2.6244639399952168, 'gamma_15': -2.784978184196976, 'gamma_16': -0.6823401133121796, 'gamma_17': -2.069605780023905, 'gamma_18': 0.8683805364887157, 'gamma_19': 2.3361091978244306, 'gamma_20': 2.5094382066356595, 'gamma_21': 1.2892848979203682, 'gamma_22': -1.4772727347056174, 'gamma_23': -0.1894505804046394, 'gamma_24': 2.103797636017587, 'gamma_25': 2.6812468892043153, 'gamma_26': -0.441013659327213, 'gamma_27': 2.632038129164031, 'gamma_28': -2.377540419118496, 'gamma_29': -2.11323266339613, 'gamma_30': 1.3615303685079454, 'gamma_31': 1.4878749305317087, 'gamma_32': -1.7613082747647397, 'gamma_33': 2.305958388173258, 'gamma_34': -1.2820011083985032, 'gamma_35': -0.11468284292155528, 'gamma_36': -1.6004967957640568, 'gamma_37': 0.33824605479575576, 'gamma_38': 0.5914959784686793, 'gamma_39': 2.603110040951712, 'gamma_40': 0.6986890199667649, 'gamma_41': 0.2398535850977057, 'gamma_42': -2.0692408019272404, 'gamma_43': 3.069094534568353, 'beta_0': 1.1062961484675824, 'beta_1': 1.368768578028698, 'beta_2': -1.7923592875627574, 'beta_3': 0.29467881896579734, 'beta_4': -2.0548932734897263, 'beta_5': 2.5934037970467947, 'beta_6': -0.01135148802979885, 'beta_7': -1.7693686624661817, 'beta_8': 3.1383364756062955, 'beta_9': -2.195470527731843, 'beta_10': -1.6927124146097916, 'beta_11': -2.3903480918697504, 'beta_12': 0.7517682063839206, 'beta_13': -0.231984169606668, 'beta_14': 1.0087385522421466, 'beta_15': -0.3786059054502199, 'beta_16': -2.3980127212607343, 'beta_17': 1.1907208342620126, 'beta_18': 2.8930210702034684, 'beta_19': -1.815527160114923, 'beta_20': 3.041735460608311, 'beta_21': -1.0299460973484311, 'beta_22': 0.9257940874493744, 'beta_23': 1.933225020388131, 'beta_24': -3.007716366592396, 'beta_25': -0.3811594251719718, 'beta_26': 1.6154665919202078, 'beta_27': -2.245803043992775, 'beta_28': -1.402746766965084, 'beta_29': -2.5337607527938557, 'beta_30': -1.0224377539467404, 'beta_31': 0.9920327794171913, 'beta_32': 2.5846974004972276, 'beta_33': -1.4109909781724357, 'beta_34': 1.0562551897402805, 'beta_35': -2.846206081901683, 'beta_36': 1.4452823196272881, 'beta_37': -2.0350613679410654, 'beta_38': -1.7225913020792696, 'beta_39': -1.904930221370077, 'beta_40': -1.0129827478289453, 'beta_41': -0.8985479447400175, 'beta_42': -1.6356331399767086, 'beta_43': -1.7728707471771266}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-06 19:42:32,846] Trial 101 finished with value: -32.09012499999999 and parameters: {'optimizer': 'COBYLA', 'reps': 44, 'gamma_0': -2.3605032744459615, 'gamma_1': -2.2584765971526193, 'gamma_2': -0.7264386973595887, 'gamma_3': 0.8744660519889024, 'gamma_4': -0.9120569326677347, 'gamma_5': -0.4736573025554711, 'gamma_6': 1.6576337942172394, 'gamma_7': 1.6894247756958527, 'gamma_8': -2.345414401690322, 'gamma_9': 0.8010496971241816, 'gamma_10': 0.2835964844817922, 'gamma_11': 0.3363911047339806, 'gamma_12': -0.9156572589917382, 'gamma_13': -1.2500112292454286, 'gamma_14': 2.7678583824965957, 'gamma_15': -2.814983786779467, 'gamma_16': -0.47969026207307414, 'gamma_17': -2.0581159959080795, 'gamma_18': 0.8537987517182192, 'gamma_19': 2.111877355154539, 'gamma_20': 2.521084824116002, 'gamma_21': 0.7772666466173048, 'gamma_22': -1.478986429368353, 'gamma_23': 0.632200191884396, 'gamma_24': 2.007802140704119, 'gamma_25': 2.6066918874499945, 'gamma_26': -1.5620740082942768, 'gamma_27': 3.0484535540497943, 'gamma_28': -2.4460269142832547, 'gamma_29': -2.1272558410565985, 'gamma_30': 1.4196196005495914, 'gamma_31': 1.2083977652268512, 'gamma_32': -1.7173359415508775, 'gamma_33': 2.3824278114728688, 'gamma_34': -1.5730848599729146, 'gamma_35': -0.15809081654425938, 'gamma_36': -1.5093357116891026, 'gamma_37': 0.32280742342164914, 'gamma_38': 0.9880840166522189, 'gamma_39': 2.5988850803812875, 'gamma_40': 1.5674760073174057, 'gamma_41': 0.32619640220587476, 'gamma_42': -1.9699549941327659, 'gamma_43': 2.9551622404806452, 'beta_0': 0.8222793030319604, 'beta_1': 1.3741736193746545, 'beta_2': -1.8358968449753792, 'beta_3': 0.3636816865580329, 'beta_4': -1.589743614624327, 'beta_5': 2.5022735197439903, 'beta_6': 0.6859424905852689, 'beta_7': -1.7515267750657038, 'beta_8': 0.615092746832272, 'beta_9': -2.198451301855421, 'beta_10': -0.9184837427500673, 'beta_11': -2.4203041285582314, 'beta_12': 0.7817593016247459, 'beta_13': -0.21777325244959497, 'beta_14': 0.9881724313688168, 'beta_15': -0.38664355802912076, 'beta_16': -2.9062366130103134, 'beta_17': 2.309848074726607, 'beta_18': 3.1014011700485806, 'beta_19': -1.939339998452959, 'beta_20': 3.027539744987955, 'beta_21': -1.5370263898661425, 'beta_22': 0.5475436621280563, 'beta_23': 1.8926987870906942, 'beta_24': -2.8665532510689085, 'beta_25': -0.35396394146760374, 'beta_26': 1.5750296503810675, 'beta_27': -2.2543840564325084, 'beta_28': -1.544926940223733, 'beta_29': -2.533807412099526, 'beta_30': -0.9111605493636283, 'beta_31': 1.064095911006134, 'beta_32': 2.6368751315546173, 'beta_33': -1.3048784664824578, 'beta_34': 1.3399817649729082, 'beta_35': -2.8566275990883163, 'beta_36': 1.4925378474053512, 'beta_37': -1.9547965796685478, 'beta_38': -1.5304281351910056, 'beta_39': -1.7041496886684293, 'beta_40': -1.1663703220386974, 'beta_41': -0.960641647116588, 'beta_42': -1.8795342994811262, 'beta_43': -1.8102834261059804}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-06 20:01:45,101] Trial 102 finished with value: -32.069750000000006 and parameters: {'optimizer': 'COBYLA', 'reps': 43, 'gamma_0': -2.3375627567572366, 'gamma_1': -2.7630412920960987, 'gamma_2': -0.31327878415095023, 'gamma_3': 0.8169488249480292, 'gamma_4': -0.8152644046556279, 'gamma_5': -0.5125316234928273, 'gamma_6': 2.1691097846346574, 'gamma_7': 1.6374724757860344, 'gamma_8': -2.209750177011893, 'gamma_9': 0.9292044170407416, 'gamma_10': -0.01541170248501379, 'gamma_11': 0.3066517535813612, 'gamma_12': -0.7105400575720795, 'gamma_13': -1.5914492197688908, 'gamma_14': 2.62829169987187, 'gamma_15': -2.7492988396763063, 'gamma_16': -0.7028855146184366, 'gamma_17': -2.0794544923851976, 'gamma_18': 1.4153436051293171, 'gamma_19': 2.493665991984578, 'gamma_20': 2.4942195805071385, 'gamma_21': 1.3606151765628245, 'gamma_22': -1.4453063196385738, 'gamma_23': 0.4068451042888873, 'gamma_24': 2.1501241482140943, 'gamma_25': 2.636341120247544, 'gamma_26': -1.5681765494751752, 'gamma_27': 3.0881331214253858, 'gamma_28': -2.4917161084924087, 'gamma_29': -2.0540568572224984, 'gamma_30': 1.4410056971272245, 'gamma_31': 1.4893357085891283, 'gamma_32': -1.726294106064763, 'gamma_33': 2.344596478490353, 'gamma_34': -1.4078642985145728, 'gamma_35': -0.07071937097772335, 'gamma_36': -1.6703765900825336, 'gamma_37': 0.372950636315732, 'gamma_38': 0.7326032042018623, 'gamma_39': 2.666710303239222, 'gamma_40': 1.5994428495765491, 'gamma_41': 0.274030981204732, 'gamma_42': -1.987548827554142, 'beta_0': 0.9823211746105822, 'beta_1': 1.2299167409701321, 'beta_2': 0.2154833525304329, 'beta_3': 0.32208185065557826, 'beta_4': -2.027021623649876, 'beta_5': 2.97748967094969, 'beta_6': 0.6690656070537401, 'beta_7': -1.7962784187216034, 'beta_8': 0.6049050312399116, 'beta_9': -2.543615927682636, 'beta_10': -0.7698686199114995, 'beta_11': -2.2411520073599274, 'beta_12': 0.45821291717892737, 'beta_13': -0.17325057861278526, 'beta_14': 0.8299359001757765, 'beta_15': -0.33391660179612614, 'beta_16': -3.0815887971658364, 'beta_17': 1.2723589201927619, 'beta_18': 3.1200460951736244, 'beta_19': -1.8584430184968965, 'beta_20': 3.0024439310044615, 'beta_21': -1.5624998897805087, 'beta_22': 0.9446956514836407, 'beta_23': 1.7268897244179193, 'beta_24': -3.01769461766821, 'beta_25': -0.3769158775914179, 'beta_26': 1.562687298289813, 'beta_27': -2.3042263481537906, 'beta_28': -1.5898662216492647, 'beta_29': -2.5669908378172615, 'beta_30': -1.0231472905165286, 'beta_31': 0.8821044139936451, 'beta_32': 2.1298453488659153, 'beta_33': -1.41309318132231, 'beta_34': 1.0416157855973895, 'beta_35': -2.8362990125646323, 'beta_36': 1.573710241323898, 'beta_37': -1.9209007254217527, 'beta_38': -1.5920437441453934, 'beta_39': -2.046764139803424, 'beta_40': -1.1237112861125058, 'beta_41': -0.7426058760445312, 'beta_42': -2.018850491485209}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-06 20:23:14,558] Trial 103 finished with value: -31.924625000000002 and parameters: {'optimizer': 'COBYLA', 'reps': 47, 'gamma_0': -1.9020115346598188, 'gamma_1': -2.6716613439617753, 'gamma_2': -0.452030318215515, 'gamma_3': 0.5421416878032683, 'gamma_4': -0.8176761040758266, 'gamma_5': -0.6399166482463454, 'gamma_6': 2.233845382188456, 'gamma_7': 2.026121114753288, 'gamma_8': -2.3270924599393132, 'gamma_9': 0.9331865356469934, 'gamma_10': -0.02714786966540298, 'gamma_11': 0.2666625851162634, 'gamma_12': -0.932902572037216, 'gamma_13': -1.230892866410921, 'gamma_14': 2.6446567845349156, 'gamma_15': -2.985731929591924, 'gamma_16': -0.7096825161962474, 'gamma_17': -1.9962913646369373, 'gamma_18': 1.3297018305689634, 'gamma_19': 2.5797175710079823, 'gamma_20': 2.5241591141928863, 'gamma_21': 1.2175292614107531, 'gamma_22': -1.1199400169580742, 'gamma_23': 0.9289739726571722, 'gamma_24': 1.9689739995508178, 'gamma_25': 2.5829910176982707, 'gamma_26': -1.6884341331599924, 'gamma_27': 3.051457432074908, 'gamma_28': -2.6586224040757824, 'gamma_29': -2.2276313145534794, 'gamma_30': 1.4197214825393893, 'gamma_31': 1.458419571858243, 'gamma_32': -1.7781269202635945, 'gamma_33': 2.378927532886026, 'gamma_34': -1.2930304770300156, 'gamma_35': 0.6867779454877003, 'gamma_36': -1.5445895805924632, 'gamma_37': 0.3897855007977744, 'gamma_38': 0.9159403705970076, 'gamma_39': 2.7688378135618357, 'gamma_40': 1.605911300258682, 'gamma_41': 0.26935046412711755, 'gamma_42': -1.9031129415810601, 'gamma_43': 3.134887122368184, 'gamma_44': -0.62866807079418, 'gamma_45': 2.828832916272828, 'gamma_46': 3.05242675420641, 'beta_0': 0.8518898372958473, 'beta_1': 1.4277869148188456, 'beta_2': 0.9343093595769543, 'beta_3': 0.7942119114102806, 'beta_4': -2.918994316510656, 'beta_5': 3.0159657718245647, 'beta_6': 0.7970050974756939, 'beta_7': -2.1849951317693797, 'beta_8': 0.6488373657328999, 'beta_9': -2.8867816403379094, 'beta_10': -0.4278968767278354, 'beta_11': -2.300544655125811, 'beta_12': 0.42643964900082315, 'beta_13': -0.1713946023009234, 'beta_14': 1.0484598027090934, 'beta_15': -0.40264347735827205, 'beta_16': -2.8794731074695803, 'beta_17': 1.424407650729885, 'beta_18': 3.0823618787793543, 'beta_19': -1.7977344237906638, 'beta_20': 3.0268308949023646, 'beta_21': -1.6271717099426541, 'beta_22': 0.8964658836223498, 'beta_23': 1.4200233755293805, 'beta_24': -2.967399289505499, 'beta_25': -0.27252153932354056, 'beta_26': 1.5644273631668337, 'beta_27': -2.314894313269813, 'beta_28': -1.634807473493029, 'beta_29': -2.5303854017439646, 'beta_30': -1.0605753628210866, 'beta_31': 0.9823568268989278, 'beta_32': 2.4204724366259405, 'beta_33': -1.3110071340979352, 'beta_34': 1.0591095523386755, 'beta_35': -2.698568784423906, 'beta_36': 1.5379860638471032, 'beta_37': -1.9366843400642217, 'beta_38': -1.6945965457191061, 'beta_39': -1.9138722970836095, 'beta_40': -1.0866908465856908, 'beta_41': -0.995271136024927, 'beta_42': -1.9382445869452045, 'beta_43': -1.762171411244299, 'beta_44': -1.9432076522681578, 'beta_45': 3.1176847953519133, 'beta_46': -0.029161949904800203}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-06 20:43:09,506] Trial 104 finished with value: -31.020000000000003 and parameters: {'optimizer': 'COBYLA', 'reps': 44, 'gamma_0': -2.1349304725942564, 'gamma_1': -2.864484495953699, 'gamma_2': 0.26370993685506605, 'gamma_3': 1.3255253568491043, 'gamma_4': -0.605728882157156, 'gamma_5': -0.42476680650753607, 'gamma_6': 1.791138571822804, 'gamma_7': 1.5994897295251878, 'gamma_8': -2.225655171791532, 'gamma_9': 0.5157429634476245, 'gamma_10': -0.17139182520027502, 'gamma_11': 0.4837616650842586, 'gamma_12': -1.0805730962331779, 'gamma_13': -2.163822871168362, 'gamma_14': 2.819455460315179, 'gamma_15': -2.8545252303255, 'gamma_16': -1.1863392733144877, 'gamma_17': -1.4604673152526213, 'gamma_18': 1.729775747347872, 'gamma_19': 2.2819384118029706, 'gamma_20': 2.3687010002134246, 'gamma_21': 1.4183782193137318, 'gamma_22': -1.4987261886755403, 'gamma_23': 0.6839774489592748, 'gamma_24': 2.1147433708876475, 'gamma_25': 2.785095995449778, 'gamma_26': -1.5577083450848423, 'gamma_27': 2.5838400862650714, 'gamma_28': -2.355597730480696, 'gamma_29': -0.11322680796447085, 'gamma_30': 2.1880980130662686, 'gamma_31': 1.0773230893366634, 'gamma_32': -1.6540687121565563, 'gamma_33': 2.0851857959582416, 'gamma_34': -1.1227874201010342, 'gamma_35': -0.3630567739623019, 'gamma_36': -2.5522011747595696, 'gamma_37': 0.9949595451035489, 'gamma_38': 0.31235575980853586, 'gamma_39': 2.3885112181427863, 'gamma_40': 0.6619062829093496, 'gamma_41': -0.5525732694524376, 'gamma_42': -2.2724632948168653, 'gamma_43': 3.0709927070179446, 'beta_0': 1.0712618743986053, 'beta_1': 0.8975232202289372, 'beta_2': -1.8325371783029358, 'beta_3': 1.3758587401318543, 'beta_4': -2.0272947463094746, 'beta_5': 2.84128169222936, 'beta_6': 1.0426332318226437, 'beta_7': -1.7372408794448446, 'beta_8': 0.17638185452671684, 'beta_9': -2.195138011840056, 'beta_10': -0.837632596098354, 'beta_11': -1.919088418930107, 'beta_12': 0.7680340953105889, 'beta_13': -0.2530791855333203, 'beta_14': 1.258078540976436, 'beta_15': -0.23126084152497772, 'beta_16': -2.8236813880235765, 'beta_17': 2.0758019138985437, 'beta_18': 2.5327097262082603, 'beta_19': -2.1606881939362568, 'beta_20': 2.842721107626136, 'beta_21': -2.7302618726499244, 'beta_22': 0.5693427373344072, 'beta_23': 1.6562497145737307, 'beta_24': -3.113725812053935, 'beta_25': -0.3888683180596928, 'beta_26': 1.7319081816283628, 'beta_27': -2.508655255385023, 'beta_28': -1.2567211922016557, 'beta_29': -2.368818716592539, 'beta_30': -0.8056121232508635, 'beta_31': 0.41424071875518365, 'beta_32': 2.647278375559525, 'beta_33': -1.946250519280527, 'beta_34': 1.1075675020592217, 'beta_35': -2.110076193544837, 'beta_36': 1.7878245100689096, 'beta_37': -2.5725507620523542, 'beta_38': -2.1878448415835594, 'beta_39': -2.395960911344822, 'beta_40': -0.8815591683330541, 'beta_41': -0.8289514386055896, 'beta_42': -1.9449748512807372, 'beta_43': -1.9440539741941523}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-06 21:03:29,779] Trial 105 finished with value: -30.908 and parameters: {'optimizer': 'COBYLA', 'reps': 44, 'gamma_0': -2.34840596349676, 'gamma_1': -2.8528259673949674, 'gamma_2': -0.5787532926903909, 'gamma_3': 0.7780431811559151, 'gamma_4': -0.24546538473879198, 'gamma_5': -0.8101577387255854, 'gamma_6': 1.628414375492257, 'gamma_7': 1.6932948959640661, 'gamma_8': -2.4629084010033684, 'gamma_9': 0.1001909791332608, 'gamma_10': -0.2923404930416747, 'gamma_11': 0.30448872103610736, 'gamma_12': 0.10858912930630543, 'gamma_13': -1.8698868847993928, 'gamma_14': 3.0345141726141254, 'gamma_15': -2.5549743520223798, 'gamma_16': -0.5106787950835858, 'gamma_17': -1.6308860786686474, 'gamma_18': 0.85209181262451, 'gamma_19': 2.41642043304454, 'gamma_20': 1.9052163527954264, 'gamma_21': 2.188565995928378, 'gamma_22': -1.4600417586277545, 'gamma_23': 0.2795900431006517, 'gamma_24': 1.8639787877073017, 'gamma_25': 3.1067262596972363, 'gamma_26': -2.06237012519665, 'gamma_27': 2.865501882623606, 'gamma_28': -1.8430856057260379, 'gamma_29': -2.492175748397808, 'gamma_30': 1.5878474674012728, 'gamma_31': 1.6169265338299832, 'gamma_32': -1.9274222794221898, 'gamma_33': 2.5408947819658363, 'gamma_34': -0.62046922807216, 'gamma_35': 0.5404254029823394, 'gamma_36': -2.1004326089515026, 'gamma_37': 0.08863693919676799, 'gamma_38': 1.2677719649733568, 'gamma_39': 2.7935094713248723, 'gamma_40': 1.7789437739234364, 'gamma_41': 0.4669878834246791, 'gamma_42': -0.9477222019213614, 'gamma_43': 1.3042423093546207, 'beta_0': 1.3029993749155626, 'beta_1': 1.0605454248695103, 'beta_2': -2.078471683995807, 'beta_3': 0.42720638509394543, 'beta_4': -2.384194275471347, 'beta_5': 2.5967725320223822, 'beta_6': 1.5394227689476059, 'beta_7': -1.9215494143513798, 'beta_8': -0.2964259140320834, 'beta_9': -2.3473749850163967, 'beta_10': -1.74178890504967, 'beta_11': -3.131185768482156, 'beta_12': 0.5188936500055887, 'beta_13': -0.05565050715704241, 'beta_14': 0.8289725958714917, 'beta_15': 0.047209251679552436, 'beta_16': -2.559723001684231, 'beta_17': 0.919693295518087, 'beta_18': 3.122517105730257, 'beta_19': -2.044306168486893, 'beta_20': 3.129931363571217, 'beta_21': -1.575483624814667, 'beta_22': 0.41616993739489894, 'beta_23': 1.8626673029671625, 'beta_24': -2.9453903611663397, 'beta_25': 0.14378659785480274, 'beta_26': 1.4297369176289185, 'beta_27': -2.1536402742989096, 'beta_28': -1.963290854710708, 'beta_29': -2.527248208630604, 'beta_30': -1.3033338730077755, 'beta_31': 1.068533199442374, 'beta_32': 1.7802120248601214, 'beta_33': -2.526248569323653, 'beta_34': 0.5216416030469107, 'beta_35': -3.135669558649925, 'beta_36': 0.8001506908428424, 'beta_37': -1.2709168411734462, 'beta_38': -1.4298957476425112, 'beta_39': -1.6102202555896643, 'beta_40': -1.487570932401905, 'beta_41': 0.07049401179834591, 'beta_42': -0.9726365956794124, 'beta_43': -1.0575533748094736}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-06 21:25:11,829] Trial 106 finished with value: -31.045250000000003 and parameters: {'optimizer': 'COBYLA', 'reps': 49, 'gamma_0': -2.500749729018924, 'gamma_1': -3.1011540286233528, 'gamma_2': -0.24357142539017823, 'gamma_3': 1.069777015834443, 'gamma_4': -0.5017917780036185, 'gamma_5': -0.985276766223097, 'gamma_6': 1.9739154364774143, 'gamma_7': 1.455084371135333, 'gamma_8': -2.6900703296625936, 'gamma_9': 0.9447731910586451, 'gamma_10': -0.9022493668157221, 'gamma_11': -0.0712429552615671, 'gamma_12': 1.5486582597571543, 'gamma_13': -1.6197498100014605, 'gamma_14': 2.7903222900203275, 'gamma_15': -2.055846179531322, 'gamma_16': -0.6833782409924304, 'gamma_17': -2.0890912004394453, 'gamma_18': 1.290815240263793, 'gamma_19': 2.1099351351095836, 'gamma_20': 2.4726855897723046, 'gamma_21': 0.6310432791589426, 'gamma_22': -1.2658445106767868, 'gamma_23': 1.206858171727201, 'gamma_24': 1.769872398619636, 'gamma_25': 2.674622584214647, 'gamma_26': -1.1291342853510975, 'gamma_27': 3.1067837089908843, 'gamma_28': -2.9571549251140206, 'gamma_29': -1.2824919503466312, 'gamma_30': 1.244889844600843, 'gamma_31': 1.9575399046333062, 'gamma_32': -1.0730157925587465, 'gamma_33': 1.8865542784388842, 'gamma_34': -1.5262668280882963, 'gamma_35': -0.009831042110766207, 'gamma_36': -1.540483278266734, 'gamma_37': 0.7915211769646906, 'gamma_38': 0.6770710806546257, 'gamma_39': 2.0181283034059105, 'gamma_40': 0.6525499396291143, 'gamma_41': -0.6865285700363597, 'gamma_42': -2.2271031379007713, 'gamma_43': 2.949928482444058, 'gamma_44': 1.4557632257302902, 'gamma_45': -1.4217024913056877, 'gamma_46': -0.16018039934920458, 'gamma_47': 2.8867609610703924, 'gamma_48': -2.5131927521606943, 'beta_0': 1.1708912729954606, 'beta_1': 1.5314688935437017, 'beta_2': 0.5603817090370383, 'beta_3': 0.27982662883427695, 'beta_4': -1.8427154342036105, 'beta_5': 2.402229855218713, 'beta_6': 1.2190157865355218, 'beta_7': -2.0802033609670425, 'beta_8': 0.4224814974468433, 'beta_9': -2.726498929556394, 'beta_10': -0.9619779589555147, 'beta_11': -2.158232192361773, 'beta_12': 1.0118651923342477, 'beta_13': -0.5407312519491612, 'beta_14': 0.6033621283381898, 'beta_15': 0.20218952126003292, 'beta_16': -3.0688589896196383, 'beta_17': 0.76572708696951, 'beta_18': 2.94750652892927, 'beta_19': -2.3772235727260664, 'beta_20': 2.8161885254544834, 'beta_21': -1.9330838259969174, 'beta_22': 0.025123067284955572, 'beta_23': 1.1902693819919419, 'beta_24': -2.7917895972809914, 'beta_25': -0.5624401796064323, 'beta_26': 1.2923234998005726, 'beta_27': -1.6700491824165085, 'beta_28': -0.9853611898338387, 'beta_29': -2.912175739062266, 'beta_30': -0.34341042245275033, 'beta_31': 0.6931801613444432, 'beta_32': 2.7140212678006757, 'beta_33': -1.7765680958746195, 'beta_34': 1.3923912401937513, 'beta_35': -2.882650515357523, 'beta_36': 1.333734047767297, 'beta_37': -1.8365511628907567, 'beta_38': -2.3949948299597468, 'beta_39': -1.2197103955571156, 'beta_40': -0.16512977019939246, 'beta_41': -1.0843228835665366, 'beta_42': -2.4787372623484787, 'beta_43': -2.5340784902723748, 'beta_44': 2.948386623975075, 'beta_45': -1.3861363802706823, 'beta_46': -0.8743236491800968, 'beta_47': 0.6846911431040261, 'beta_48': 2.7475441187834275}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-06 21:45:42,053] Trial 107 finished with value: -31.6195 and parameters: {'optimizer': 'COBYLA', 'reps': 46, 'gamma_0': -2.3023377044044384, 'gamma_1': -2.4753686012920095, 'gamma_2': -0.30189301669764035, 'gamma_3': 0.6979064101796083, 'gamma_4': -1.0720291309953993, 'gamma_5': -0.4715254947679797, 'gamma_6': 1.4041908528634757, 'gamma_7': 1.8188240427227245, 'gamma_8': -1.7324837866175065, 'gamma_9': 0.8139667406684025, 'gamma_10': -3.084206157788201, 'gamma_11': 0.1294136165100815, 'gamma_12': -1.3840994969398062, 'gamma_13': -1.7399723357960708, 'gamma_14': 2.5817001784839393, 'gamma_15': -3.1384918090762315, 'gamma_16': -0.9791771705326788, 'gamma_17': -2.228555431403687, 'gamma_18': 0.858756811409859, 'gamma_19': -0.9838044933450264, 'gamma_20': 2.140075114094073, 'gamma_21': 1.162966129197106, 'gamma_22': -0.9243193288202652, 'gamma_23': -2.0540674383861703, 'gamma_24': 1.2607181142992894, 'gamma_25': 2.1196864589893183, 'gamma_26': -1.3631516827961152, 'gamma_27': 2.736174328448933, 'gamma_28': -2.8737400818891237, 'gamma_29': -2.9871285038940365, 'gamma_30': 2.0090723239990105, 'gamma_31': 1.593926763172271, 'gamma_32': -2.5107916891360977, 'gamma_33': 2.241054863166149, 'gamma_34': -0.0672762179376214, 'gamma_35': 0.9735829823723082, 'gamma_36': -0.8235850116357605, 'gamma_37': 1.5851498414757124, 'gamma_38': 0.941029443793579, 'gamma_39': 2.5222469694776284, 'gamma_40': 2.442660313416491, 'gamma_41': 1.6137437428300299, 'gamma_42': -1.0933972265075234, 'gamma_43': 1.0886081233216172, 'gamma_44': -2.87097179431205, 'gamma_45': 1.8326350620668708, 'beta_0': 1.4176809058048088, 'beta_1': 0.6783846033732954, 'beta_2': -2.5119123975760322, 'beta_3': 0.6228760236849114, 'beta_4': -2.3288506966001474, 'beta_5': 2.7603570851594763, 'beta_6': 0.6854461947113177, 'beta_7': -2.338407224567347, 'beta_8': 1.1203483900790796, 'beta_9': -2.642807231939952, 'beta_10': -0.6453327570503177, 'beta_11': -2.759195569086958, 'beta_12': -0.5447061663986289, 'beta_13': 0.028260390223302706, 'beta_14': 0.6837064489733419, 'beta_15': 0.34008854903974595, 'beta_16': -2.5164419889982557, 'beta_17': 2.6353193895102804, 'beta_18': 2.597467173123648, 'beta_19': -1.8502005246933853, 'beta_20': 3.020203761247928, 'beta_21': -1.5070401081253004, 'beta_22': -0.5330550116185125, 'beta_23': 1.9446897029721948, 'beta_24': -3.1083542757067812, 'beta_25': -0.12718980519088074, 'beta_26': -2.367379957689434, 'beta_27': -1.8773089644881475, 'beta_28': -1.4140375420115296, 'beta_29': -2.1403628394663774, 'beta_30': -0.8815832108298524, 'beta_31': 0.20358890780792394, 'beta_32': 3.1036648168921417, 'beta_33': -1.04887154065498, 'beta_34': 2.0562790271160787, 'beta_35': -2.5205186979179244, 'beta_36': 2.002009602843418, 'beta_37': -3.1175293211327375, 'beta_38': -1.7752270766755402, 'beta_39': -2.022898529752319, 'beta_40': -2.348445744534204, 'beta_41': -2.2503669946928166, 'beta_42': -1.4333458038468312, 'beta_43': 0.15671454342243019, 'beta_44': 0.09314104343080032, 'beta_45': 1.8351818320791655}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-06 22:04:58,344] Trial 108 finished with value: -31.397374999999993 and parameters: {'optimizer': 'COBYLA', 'reps': 43, 'gamma_0': -2.0489208246402963, 'gamma_1': -2.3402864728289825, 'gamma_2': 0.9081656486312124, 'gamma_3': 0.8552212893945305, 'gamma_4': -0.6930543175205, 'gamma_5': -1.144909331611117, 'gamma_6': 2.549958596898546, 'gamma_7': 2.0966813557278656, 'gamma_8': 0.024223024033212637, 'gamma_9': 0.1954241622102496, 'gamma_10': 0.13167041550322803, 'gamma_11': 0.6483868941836584, 'gamma_12': -0.4372356460410437, 'gamma_13': -2.0268422913192508, 'gamma_14': 2.09661274478271, 'gamma_15': -3.0300273049592055, 'gamma_16': -0.4801171812332224, 'gamma_17': -1.7628281469180507, 'gamma_18': 1.9553965781076554, 'gamma_19': 2.9044820490864733, 'gamma_20': 2.266857599725839, 'gamma_21': 1.725516842253889, 'gamma_22': -1.6127935150096764, 'gamma_23': 0.4388696358613856, 'gamma_24': -1.275696196503964, 'gamma_25': 2.496795934941075, 'gamma_26': -2.2628105571189896, 'gamma_27': 3.1334208285751015, 'gamma_28': -2.3100010615400937, 'gamma_29': -1.5643056235922248, 'gamma_30': 1.7922697383592883, 'gamma_31': 2.6154130741440405, 'gamma_32': -2.214336414672975, 'gamma_33': 2.845353419890984, 'gamma_34': -1.322186362394172, 'gamma_35': -0.14455632182060368, 'gamma_36': -2.6770641272482885, 'gamma_37': 0.23964377790972843, 'gamma_38': 1.6529723908548248, 'gamma_39': 3.048137935363253, 'gamma_40': 1.3523957591303852, 'gamma_41': 0.20948504451613692, 'gamma_42': -0.2762188390325633, 'beta_0': 1.6848746230963576, 'beta_1': 1.8164557293022277, 'beta_2': -2.360019607889844, 'beta_3': 0.1435715692912008, 'beta_4': -2.541399963620014, 'beta_5': 3.0158761634635014, 'beta_6': 0.3808730034246638, 'beta_7': -1.8535532656107137, 'beta_8': 0.7248339793465078, 'beta_9': -2.11415310788123, 'beta_10': -0.371242888437887, 'beta_11': -1.6595831058177746, 'beta_12': 0.2662028742423934, 'beta_13': -0.33546085548412363, 'beta_14': 0.8824983519087077, 'beta_15': -0.5806925383283362, 'beta_16': -2.751773259866324, 'beta_17': 1.2142513987423027, 'beta_18': 2.249180550434051, 'beta_19': -2.3763916595177417, 'beta_20': -2.7583252396092326, 'beta_21': -1.2634286270285136, 'beta_22': 0.5561338745042613, 'beta_23': 1.7675275723511978, 'beta_24': 0.36209772299654486, 'beta_25': 0.1996523403699219, 'beta_26': 1.5971753268168536, 'beta_27': 2.442841983595919, 'beta_28': -1.7023096121053292, 'beta_29': -2.742312789223917, 'beta_30': -0.5697237855250702, 'beta_31': 1.2834726190324712, 'beta_32': 2.225163392022906, 'beta_33': -0.4589451510666126, 'beta_34': 0.4814977468120585, 'beta_35': -1.8592649172103246, 'beta_36': 1.1119893840843922, 'beta_37': -2.44994219854888, 'beta_38': -2.9222085466947316, 'beta_39': -2.579289134335141, 'beta_40': -0.6943189592999435, 'beta_41': -0.05160800027639134, 'beta_42': -0.35403598838891304}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-06 22:23:21,495] Trial 109 finished with value: -32.026375 and parameters: {'optimizer': 'COBYLA', 'reps': 41, 'gamma_0': -2.5789235444964485, 'gamma_1': -2.2694159143854655, 'gamma_2': -0.010844699438390615, 'gamma_3': 0.3620316498341224, 'gamma_4': -0.0988765364755877, 'gamma_5': -0.684684176077413, 'gamma_6': 2.1589008432824484, 'gamma_7': 1.0656229162590272, 'gamma_8': -3.1222210656011935, 'gamma_9': 0.5499723555540499, 'gamma_10': -0.5720678536934514, 'gamma_11': -0.8910720039046139, 'gamma_12': -0.9946096830721001, 'gamma_13': -1.3599179177713516, 'gamma_14': -2.4642375799674245, 'gamma_15': -2.436559395532245, 'gamma_16': -1.4727095218795068, 'gamma_17': -1.2775690450202872, 'gamma_18': 0.5873010395500695, 'gamma_19': 1.194698867911168, 'gamma_20': -1.0498954418382038, 'gamma_21': 1.7072483692322658, 'gamma_22': -2.0435467892528827, 'gamma_23': -1.3048863072663723, 'gamma_24': 2.1179441640139016, 'gamma_25': 2.977422301785088, 'gamma_26': -0.5827300783268545, 'gamma_27': 2.4215747856036662, 'gamma_28': -1.9157730493378855, 'gamma_29': -1.899219592446918, 'gamma_30': 1.4045565815802328, 'gamma_31': 2.155209160153642, 'gamma_32': -1.507981697583123, 'gamma_33': 1.579516733603518, 'gamma_34': -0.9184120143027672, 'gamma_35': 0.05985051741860767, 'gamma_36': -1.8010563900550263, 'gamma_37': -0.44036469564946357, 'gamma_38': -0.165204236550491, 'gamma_39': 1.704647473844775, 'gamma_40': 0.5161504493945259, 'beta_0': 0.566857027901019, 'beta_1': 0.14952286425954384, 'beta_2': -1.9131580265135488, 'beta_3': 0.33384881442260905, 'beta_4': -2.198305408892486, 'beta_5': -1.0402984468129015, 'beta_6': 0.16693510351788154, 'beta_7': -1.4242884226822583, 'beta_8': -0.6363059948470322, 'beta_9': -1.7238248202845052, 'beta_10': -1.6712907532479289, 'beta_11': -2.401975600836334, 'beta_12': 1.1833937139826016, 'beta_13': 0.24865323662462685, 'beta_14': -1.012089582206626, 'beta_15': -0.0700447609013744, 'beta_16': -3.017658812988878, 'beta_17': 1.800267221546109, 'beta_18': 2.844786762307525, 'beta_19': -1.6700423279557148, 'beta_20': 2.6922382164034477, 'beta_21': -1.8200165664942287, 'beta_22': 1.2290023353571295, 'beta_23': 2.097056968105073, 'beta_24': -0.593775525904497, 'beta_25': -0.2551550203991859, 'beta_26': 1.8320966652163804, 'beta_27': -2.9939502161893286, 'beta_28': -2.268687034494224, 'beta_29': -2.450965073581197, 'beta_30': -1.511603819285173, 'beta_31': 0.8360824261748857, 'beta_32': 1.9264271484544495, 'beta_33': -1.4889517043018226, 'beta_34': 0.8784150707878389, 'beta_35': -2.2783377224097103, 'beta_36': 1.5421790834856461, 'beta_37': -0.1475702552904432, 'beta_38': -0.9261650836360411, 'beta_39': -1.663886278858213, 'beta_40': -1.297637692273207}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-06 22:43:25,324] Trial 110 finished with value: -31.468875 and parameters: {'optimizer': 'COBYLA', 'reps': 45, 'gamma_0': -1.752662301549493, 'gamma_1': -2.6226962682467434, 'gamma_2': 0.5369937268432008, 'gamma_3': 0.6024549250684692, 'gamma_4': -0.9354527925382135, 'gamma_5': -1.2855539843258408, 'gamma_6': 1.5511974102954988, 'gamma_7': 1.5804648790170004, 'gamma_8': -2.1604545081649342, 'gamma_9': 1.239906026028291, 'gamma_10': 0.0008789236162235897, 'gamma_11': -2.8214781943670983, 'gamma_12': -0.24932099216659082, 'gamma_13': 0.9633441043516132, 'gamma_14': 2.387948095511164, 'gamma_15': -2.761451820441695, 'gamma_16': -0.24370258310986792, 'gamma_17': -1.891610321136609, 'gamma_18': -0.14204776103772632, 'gamma_19': 2.7289893835626042, 'gamma_20': -2.859919894220066, 'gamma_21': 1.3651124020258725, 'gamma_22': 1.8774376135828685, 'gamma_23': 2.8575801194147985, 'gamma_24': 2.305906683758772, 'gamma_25': 0.17962573484665, 'gamma_26': -0.87686458632433, 'gamma_27': 0.8815191384367533, 'gamma_28': -1.4343370633931944, 'gamma_29': -2.1422540761084337, 'gamma_30': 2.5233767680257477, 'gamma_31': 1.7456311648939262, 'gamma_32': -2.0080616092874566, 'gamma_33': 2.791876456076658, 'gamma_34': -2.2792441499517255, 'gamma_35': -1.3980455048208449, 'gamma_36': -1.3980219307822643, 'gamma_37': 1.4545866348537777, 'gamma_38': 0.5887869514697834, 'gamma_39': 2.251221805470214, 'gamma_40': -0.21105842487365364, 'gamma_41': -0.8690234678127193, 'gamma_42': -2.3876550226175315, 'gamma_43': -1.1149002740184846, 'gamma_44': -0.60915467209577, 'beta_0': 0.37392838400421263, 'beta_1': 0.3987550526693876, 'beta_2': -1.756489900731354, 'beta_3': 0.5245379848430824, 'beta_4': -2.003946961179632, 'beta_5': 2.5765830898453057, 'beta_6': 0.5988887997220484, 'beta_7': -2.407130398120169, 'beta_8': 1.687040322320321, 'beta_9': -2.0050379725650824, 'beta_10': -1.9728123920591218, 'beta_11': -2.8930859450908066, 'beta_12': 1.4061813477594813, 'beta_13': 0.033576616748387494, 'beta_14': 1.4258293616917546, 'beta_15': -0.42925795056476224, 'beta_16': -2.414914121657381, 'beta_17': 2.917356344448238, 'beta_18': 2.7546969553079887, 'beta_19': -1.8764804798900112, 'beta_20': 3.136439902835822, 'beta_21': -2.1552047793039044, 'beta_22': 0.25860114921808774, 'beta_23': 2.3769534293689523, 'beta_24': -2.36287429519846, 'beta_25': -0.702336678219007, 'beta_26': 2.5683442326256603, 'beta_27': -2.492803583946972, 'beta_28': -2.7131495193664295, 'beta_29': -1.9134721180605323, 'beta_30': -1.262610575195858, 'beta_31': -0.2286329196863679, 'beta_32': 2.3769881258596257, 'beta_33': -2.2529977765558513, 'beta_34': 1.9792010540380938, 'beta_35': -2.5795667518478607, 'beta_36': -0.5283213973578028, 'beta_37': -1.8309877183816963, 'beta_38': -1.8706788910759364, 'beta_39': -1.1539321377918814, 'beta_40': -1.9694165614774655, 'beta_41': 1.113286489841394, 'beta_42': -2.540880549565852, 'beta_43': -2.4173170118691263, 'beta_44': -1.7151098314990672}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-06 23:02:39,814] Trial 111 finished with value: -32.28224999999999 and parameters: {'optimizer': 'COBYLA', 'reps': 42, 'gamma_0': -2.426831808742037, 'gamma_1': -2.1296467340700937, 'gamma_2': -0.05258868789216142, 'gamma_3': 0.18603789575253205, 'gamma_4': -0.3484974674351973, 'gamma_5': -0.6098895665893556, 'gamma_6': 2.2495404178146665, 'gamma_7': 1.2068713451521105, 'gamma_8': -2.376261835153041, 'gamma_9': -0.2056887522102916, 'gamma_10': -0.5489879047493713, 'gamma_11': -1.3268761453934388, 'gamma_12': -1.0415734408560886, 'gamma_13': -1.2409929401941202, 'gamma_14': -1.9469792572579174, 'gamma_15': -2.44431002962248, 'gamma_16': -1.8896469214188656, 'gamma_17': -2.318952308699421, 'gamma_18': 1.190379414109324, 'gamma_19': 1.2573977736818283, 'gamma_20': -1.1496773294315223, 'gamma_21': 1.65374201240302, 'gamma_22': -2.1918579171858465, 'gamma_23': -1.3362495664844047, 'gamma_24': 2.1008593516201395, 'gamma_25': 2.6614666022798406, 'gamma_26': -1.592687852282559, 'gamma_27': 2.378722068741066, 'gamma_28': -2.1399947939444184, 'gamma_29': -2.372403199775173, 'gamma_30': 1.3765148745925242, 'gamma_31': 2.1149027078836204, 'gamma_32': -1.5311949800502032, 'gamma_33': 1.4265537691838848, 'gamma_34': -0.9774346711660016, 'gamma_35': 0.14383422532988982, 'gamma_36': -2.4421261691981417, 'gamma_37': -0.5013332285445319, 'gamma_38': -0.22351427595473783, 'gamma_39': 1.5711393856398732, 'gamma_40': 0.5745311101539015, 'gamma_41': 0.057676644928730036, 'beta_0': 0.9784014785288587, 'beta_1': 0.21391989688184215, 'beta_2': -1.9129043426861536, 'beta_3': 0.384871121966866, 'beta_4': -2.198857812727055, 'beta_5': -1.0438277326875594, 'beta_6': 0.2099637329872202, 'beta_7': -1.4897434066673907, 'beta_8': -0.5411934507703623, 'beta_9': -1.725973029090863, 'beta_10': -1.7278629030757087, 'beta_11': -2.322489058075222, 'beta_12': 1.1887813897618733, 'beta_13': 0.5617582691883487, 'beta_14': -1.3478558722621066, 'beta_15': -0.20581684384612997, 'beta_16': -2.9578924949722065, 'beta_17': 1.9908502160898995, 'beta_18': 2.911169536567374, 'beta_19': -1.589778278238496, 'beta_20': 2.6869834023554544, 'beta_21': -1.7987935980301777, 'beta_22': 1.1906875994031543, 'beta_23': 2.163994213232684, 'beta_24': -1.1631557656053317, 'beta_25': -0.26125107314856855, 'beta_26': 1.8280353225139974, 'beta_27': -3.0142183588305347, 'beta_28': -2.3464086260514225, 'beta_29': -2.426247684016947, 'beta_30': -1.5964489094980787, 'beta_31': 0.8706316932461694, 'beta_32': 1.9989739711263788, 'beta_33': -1.5325088122549222, 'beta_34': 1.402651705992984, 'beta_35': -2.3656667244077063, 'beta_36': 1.512985313407529, 'beta_37': -0.26222168548886543, 'beta_38': -0.8549217429079607, 'beta_39': -1.6841105142863089, 'beta_40': -1.3185760506239677, 'beta_41': -2.22072822034065}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-06 23:21:28,753] Trial 112 finished with value: -31.844500000000004 and parameters: {'optimizer': 'COBYLA', 'reps': 43, 'gamma_0': -2.2104825433388524, 'gamma_1': -2.1115377229800854, 'gamma_2': -0.13293325783374343, 'gamma_3': 0.20590722565036512, 'gamma_4': -0.33866003894952823, 'gamma_5': 0.014211675562407822, 'gamma_6': 2.8808812983038674, 'gamma_7': 2.361769733642823, 'gamma_8': -2.386731109657484, 'gamma_9': -0.4203760047219998, 'gamma_10': -0.7189660724640203, 'gamma_11': -1.5941848515184298, 'gamma_12': -0.8123598384236428, 'gamma_13': -1.5265674468471322, 'gamma_14': -1.1435662628444698, 'gamma_15': -2.612041523971878, 'gamma_16': -2.7889402638301326, 'gamma_17': -2.2485028458876313, 'gamma_18': 1.5278142086431428, 'gamma_19': 1.3328651773808526, 'gamma_20': -1.4958013149359077, 'gamma_21': 1.5393352684528328, 'gamma_22': -2.274945145767026, 'gamma_23': 2.2001386259948297, 'gamma_24': 1.5001843798145174, 'gamma_25': 2.4102040574063155, 'gamma_26': -3.127712220745557, 'gamma_27': -1.8033627123557807, 'gamma_28': -2.1480953138424024, 'gamma_29': -2.476666054772746, 'gamma_30': 1.1230361806444782, 'gamma_31': 1.1331043366026634, 'gamma_32': -1.2402688908097357, 'gamma_33': 1.9240611887239973, 'gamma_34': -1.3009242801259358, 'gamma_35': 2.3472934647105785, 'gamma_36': -2.4056031575946952, 'gamma_37': -0.7978392843828208, 'gamma_38': 0.3692628203488865, 'gamma_39': 1.2905590135334568, 'gamma_40': 0.8104914999861859, 'gamma_41': -0.056148977932706734, 'gamma_42': -1.6032925113581107, 'beta_0': 1.002634356027528, 'beta_1': -0.981388243174919, 'beta_2': -1.9942464094085652, 'beta_3': 0.7891134187844067, 'beta_4': -1.596698212996594, 'beta_5': -1.7766273479115258, 'beta_6': 0.917808144749845, 'beta_7': -1.5486705151039928, 'beta_8': -1.001540694775421, 'beta_9': -1.7964137479640314, 'beta_10': -1.5395030830338459, 'beta_11': -2.1119668732000085, 'beta_12': 0.8135853010074019, 'beta_13': 0.5501468016901818, 'beta_14': -2.5670361209567654, 'beta_15': -0.18518854045336972, 'beta_16': -2.7547006186822136, 'beta_17': 2.252114291863409, 'beta_18': 3.000497328733378, 'beta_19': -1.5993192023749692, 'beta_20': 2.8986924950534467, 'beta_21': -1.3806678732978896, 'beta_22': 1.554722442133948, 'beta_23': 2.1971924624772905, 'beta_24': -0.9865119361824918, 'beta_25': -0.006758989326611453, 'beta_26': 2.194804412258974, 'beta_27': -2.2813572799707256, 'beta_28': -1.7835513776168899, 'beta_29': -2.274966216743475, 'beta_30': -1.6335834394529751, 'beta_31': 0.9115876170043608, 'beta_32': 1.7421278984638153, 'beta_33': -1.3149327959268684, 'beta_34': 1.58453265360476, 'beta_35': -1.527586731151322, 'beta_36': 1.2892160083885513, 'beta_37': -0.6772977027502457, 'beta_38': -1.4315425214023558, 'beta_39': -1.6691234949993525, 'beta_40': -1.1559214450663924, 'beta_41': -2.430214347674148, 'beta_42': -1.5242660122008007}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-06 23:21:39,873] Trial 113 finished with value: -27.117749999999997 and parameters: {'optimizer': 'COBYLA', 'reps': 2, 'gamma_0': -2.4117383367970264, 'gamma_1': -1.684716027628268, 'beta_0': 0.745764212458467, 'beta_1': 1.1823232496809415}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-06 23:41:59,865] Trial 114 finished with value: -31.74675 and parameters: {'optimizer': 'COBYLA', 'reps': 47, 'gamma_0': -2.71961129342554, 'gamma_1': -1.3664615528900588, 'gamma_2': 0.3731949061268393, 'gamma_3': -0.06170789746657354, 'gamma_4': -0.791983853622392, 'gamma_5': -0.5435456238142202, 'gamma_6': 2.0028260006306073, 'gamma_7': 1.2078313231350415, 'gamma_8': -2.5119746182669207, 'gamma_9': -0.2274961116366334, 'gamma_10': -0.3438626176840822, 'gamma_11': 0.5054913067935822, 'gamma_12': -0.7104132464867812, 'gamma_13': 0.5299468280240451, 'gamma_14': 2.924830695479504, 'gamma_15': -2.155604279829513, 'gamma_16': -0.7927700730380491, 'gamma_17': -2.4134786926747767, 'gamma_18': 1.2170688590298975, 'gamma_19': 0.6906258237352253, 'gamma_20': -1.1890500239986046, 'gamma_21': 1.8357945654750298, 'gamma_22': -2.6633381711512287, 'gamma_23': -1.5343623697104907, 'gamma_24': 1.9826240505655417, 'gamma_25': 2.986229895213117, 'gamma_26': -1.5142822350124885, 'gamma_27': 2.6561275390567696, 'gamma_28': -2.6824183960106387, 'gamma_29': -2.6890450776501096, 'gamma_30': 0.7719991634528877, 'gamma_31': 2.437188501586299, 'gamma_32': -0.9647459468867979, 'gamma_33': 2.416593292015865, 'gamma_34': -0.7521084357262271, 'gamma_35': 3.1286432924166543, 'gamma_36': -3.084505548044074, 'gamma_37': 0.062415309427470755, 'gamma_38': 1.2254786562587068, 'gamma_39': 2.769280424375698, 'gamma_40': 1.539138453280489, 'gamma_41': 0.4837516635951902, 'gamma_42': -2.6489513284941313, 'gamma_43': 2.291330203586724, 'gamma_44': 2.034156900652359, 'gamma_45': -1.7062498331737939, 'gamma_46': 0.36126676803887353, 'beta_0': 0.9013532286525927, 'beta_1': -0.5798660332214292, 'beta_2': -2.1454012073546127, 'beta_3': 0.0701138546455285, 'beta_4': -2.6695938335249156, 'beta_5': -1.5297763986945858, 'beta_6': 0.4256103596937326, 'beta_7': -1.6820153625817535, 'beta_8': -0.10312976890363124, 'beta_9': -2.2958926779585, 'beta_10': -1.2162847394279077, 'beta_11': -2.61356558373084, 'beta_12': 1.1441492411085292, 'beta_13': 0.7691359666423734, 'beta_14': -1.4590701438424865, 'beta_15': -1.097112681745255, 'beta_16': 1.5814246207838214, 'beta_17': 2.0067860332485346, 'beta_18': 2.553549288091364, 'beta_19': 0.01680036463461726, 'beta_20': 2.493213459504691, 'beta_21': -1.033678979042642, 'beta_22': 1.0773083342743757, 'beta_23': 1.6161221316257097, 'beta_24': -1.091292515434577, 'beta_25': -0.39935785397042434, 'beta_26': 0.6339593865065273, 'beta_27': -2.667361403491795, 'beta_28': -1.8840682171727778, 'beta_29': -2.9752565469864822, 'beta_30': -0.9743755164234844, 'beta_31': 0.49384910044409575, 'beta_32': 2.5091117867832877, 'beta_33': -2.196139131603129, 'beta_34': 1.343121109416066, 'beta_35': -2.907175278596466, 'beta_36': 2.4075204702021282, 'beta_37': -1.204617885351208, 'beta_38': -0.05216961159540612, 'beta_39': -0.39876735576012345, 'beta_40': 0.42117663791208626, 'beta_41': -1.3930792703971675, 'beta_42': -2.5506477357929214, 'beta_43': -1.189727580958575, 'beta_44': 1.1447206010098065, 'beta_45': -1.5078513343996693, 'beta_46': 2.894335291659946}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-06 23:59:32,006] Trial 115 finished with value: -31.516875000000006 and parameters: {'optimizer': 'COBYLA', 'reps': 40, 'gamma_0': -2.5496319482005343, 'gamma_1': -1.9105128259863902, 'gamma_2': -0.7466166685776539, 'gamma_3': 1.219655329811226, 'gamma_4': -0.4099408123967566, 'gamma_5': -2.0566097315027685, 'gamma_6': 2.4366164907692323, 'gamma_7': 1.3555935078029762, 'gamma_8': -0.7599904505767072, 'gamma_9': -0.11173981035069182, 'gamma_10': -2.075766893669666, 'gamma_11': -1.9663160511449127, 'gamma_12': -1.3113555015296467, 'gamma_13': -1.2524120682438302, 'gamma_14': -2.0653122074483927, 'gamma_15': -2.317897709826434, 'gamma_16': -1.946547470817156, 'gamma_17': -2.1108945964028947, 'gamma_18': 1.1680739941507332, 'gamma_19': 0.8585720018475136, 'gamma_20': -1.3559226808372635, 'gamma_21': 2.217087862352905, 'gamma_22': -1.8668352600452331, 'gamma_23': -1.8253110180296537, 'gamma_24': 2.2074708217810786, 'gamma_25': -1.9906119086934102, 'gamma_26': -1.90580139044325, 'gamma_27': 2.9705215596160275, 'gamma_28': -1.7610514666878514, 'gamma_29': -2.2905522499696276, 'gamma_30': 1.4219934652075037, 'gamma_31': 1.37993715193794, 'gamma_32': -1.7540148153056363, 'gamma_33': 1.17559082886764, 'gamma_34': -0.4319724650758574, 'gamma_35': -0.2591717272074735, 'gamma_36': -1.9279361745805774, 'gamma_37': -0.3007694171951407, 'gamma_38': 0.11982149479384507, 'gamma_39': 1.819800795780388, 'beta_0': 1.4245800162444855, 'beta_1': 1.3595853419939414, 'beta_2': -1.3341990711941867, 'beta_3': -0.08456674401522031, 'beta_4': -2.1800955691417014, 'beta_5': -0.07294031067686735, 'beta_6': 0.25408023606440017, 'beta_7': -1.0871928529803738, 'beta_8': 0.28111285977085165, 'beta_9': -2.5552835621864123, 'beta_10': -1.8755829313444425, 'beta_11': -2.1537059509352563, 'beta_12': 0.9429653495244008, 'beta_13': 1.5041170401447423, 'beta_14': -1.7431525406445558, 'beta_15': 0.10650654499360229, 'beta_16': -3.103764558846991, 'beta_17': 2.3938837263392996, 'beta_18': 2.3925247213638303, 'beta_19': -1.4189981905378535, 'beta_20': 2.6890169517499616, 'beta_21': -1.7168163067657916, 'beta_22': 0.9361640911808289, 'beta_23': 1.0222506743724953, 'beta_24': -1.3223750462732917, 'beta_25': 0.6353273190010249, 'beta_26': 1.1125158175183643, 'beta_27': -2.0323879455031055, 'beta_28': -1.4566706739550315, 'beta_29': -2.7104997138027658, 'beta_30': -1.9399440389833427, 'beta_31': 1.1510657834686688, 'beta_32': 2.956285146874115, 'beta_33': -2.675528259063689, 'beta_34': 0.8551496590303396, 'beta_35': -2.4793383143451067, 'beta_36': 0.1618018000928716, 'beta_37': 0.3067634843215596, 'beta_38': -0.3385199873569811, 'beta_39': -2.1290167586123263}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-07 00:17:54,745] Trial 116 finished with value: -30.4245 and parameters: {'optimizer': 'COBYLA', 'reps': 42, 'gamma_0': -1.860242699856788, 'gamma_1': -2.218102619348441, 'gamma_2': -0.38667458799490617, 'gamma_3': 0.4841707833165366, 'gamma_4': -0.6649765003461883, 'gamma_5': -0.7925455506437256, 'gamma_6': 2.77656997334692, 'gamma_7': 1.8673958721328088, 'gamma_8': -2.2833777355277904, 'gamma_9': 1.079929154780706, 'gamma_10': -1.2532492939860944, 'gamma_11': -1.4477233045382327, 'gamma_12': -1.184950246260159, 'gamma_13': -1.814689844233171, 'gamma_14': -2.8810416538435852, 'gamma_15': -2.8930747716596663, 'gamma_16': -2.5901550064197223, 'gamma_17': -1.8879515893667955, 'gamma_18': 0.9853518456183572, 'gamma_19': 0.36736247308214276, 'gamma_20': -0.8753392970701928, 'gamma_21': 1.2963222759348356, 'gamma_22': -2.406675435020198, 'gamma_23': -1.233948597668678, 'gamma_24': 1.7311001302826614, 'gamma_25': 2.675420617139383, 'gamma_26': -1.7316262637926165, 'gamma_27': 2.0491811371767144, 'gamma_28': -2.0197053444197826, 'gamma_29': -2.7502805611741676, 'gamma_30': 2.207537364046013, 'gamma_31': 1.8119135032806366, 'gamma_32': -2.340384791637688, 'gamma_33': 2.2282146118400155, 'gamma_34': -2.013305333537908, 'gamma_35': 0.8758184639639652, 'gamma_36': 0.6911795532332272, 'gamma_37': -1.2354180158359669, 'gamma_38': -0.6324614350164872, 'gamma_39': 2.2457327321588227, 'gamma_40': -0.4404781781759197, 'gamma_41': -0.06843119817292151, 'beta_0': 1.1926257749382225, 'beta_1': -0.0035054283740088565, 'beta_2': -1.6038644823868922, 'beta_3': 1.1310840056191558, 'beta_4': -1.9164472336632155, 'beta_5': -3.0920836277268995, 'beta_6': -0.017829672669452568, 'beta_7': -2.0379982887591708, 'beta_8': -1.3405876918673623, 'beta_9': -1.6336810285243728, 'beta_10': -3.0594912717601037, 'beta_11': -2.4430761389434115, 'beta_12': 1.2480790345900867, 'beta_13': 0.37824545906525, 'beta_14': 1.08226926439841, 'beta_15': -0.6472783318297706, 'beta_16': 0.824322542649073, 'beta_17': 1.5001422976014898, 'beta_18': -2.322285255154717, 'beta_19': -2.492611843707185, 'beta_20': 3.004794886905666, 'beta_21': -2.369619164957948, 'beta_22': 1.340060112892183, 'beta_23': 1.8578099399244694, 'beta_24': -0.8787391373414434, 'beta_25': -0.5749475277343339, 'beta_26': 1.4242851249220776, 'beta_27': -2.4407211255085626, 'beta_28': -2.6051161268145817, 'beta_29': -2.554137089096461, 'beta_30': -2.2344630220249426, 'beta_31': 1.4929954158148189, 'beta_32': 2.219208474769865, 'beta_33': -0.9420578652278715, 'beta_34': 1.6956182643726319, 'beta_35': -3.1098857827425936, 'beta_36': 1.7912960135330536, 'beta_37': -1.5926869721935788, 'beta_38': -1.160863627143969, 'beta_39': -1.2773881928902082, 'beta_40': -1.6947254155183853, 'beta_41': -0.5833515057860849}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-07 00:37:04,413] Trial 117 finished with value: -32.119874999999986 and parameters: {'optimizer': 'COBYLA', 'reps': 44, 'gamma_0': -2.354215304122095, 'gamma_1': -0.5984644819368112, 'gamma_2': 0.18750842381339594, 'gamma_3': 1.017129313341802, 'gamma_4': -0.14213275432835093, 'gamma_5': 2.4648118771169054, 'gamma_6': 2.115198496671502, 'gamma_7': 1.1998789202787363, 'gamma_8': -0.5858409132696811, 'gamma_9': -0.8986296333593653, 'gamma_10': -0.0911999023637142, 'gamma_11': -1.0727434951491084, 'gamma_12': -0.4955583031806427, 'gamma_13': -1.1457179248582026, 'gamma_14': -1.6567058536000452, 'gamma_15': -1.9216824023924959, 'gamma_16': -0.07116443516622883, 'gamma_17': -2.8575260063832744, 'gamma_18': 0.715832026017345, 'gamma_19': 1.5894433210626326, 'gamma_20': -0.6728220278711126, 'gamma_21': 1.032962925598471, 'gamma_22': -1.5066484934625066, 'gamma_23': 0.6488627365783035, 'gamma_24': 2.4505015975821185, 'gamma_25': 2.256124264176837, 'gamma_26': -2.2204471982081584, 'gamma_27': 2.409354451894167, 'gamma_28': -2.5493751453835762, 'gamma_29': -2.388176594268359, 'gamma_30': 1.999534382460836, 'gamma_31': 0.5603539361686796, 'gamma_32': -1.504418007001107, 'gamma_33': 2.5552077423951904, 'gamma_34': -1.1407788621039012, 'gamma_35': 0.22501281743856233, 'gamma_36': -2.243597291801908, 'gamma_37': 0.7809472828260382, 'gamma_38': 0.5532731755367151, 'gamma_39': 2.7475510911205077, 'gamma_40': 2.0868173191555957, 'gamma_41': 0.7146035073878286, 'gamma_42': -1.5962424500699746, 'gamma_43': 1.8140478899155208, 'beta_0': 0.8176688050814374, 'beta_1': 0.8151476874605229, 'beta_2': -1.1480147099842546, 'beta_3': 0.24596004744846856, 'beta_4': -1.8520411127590268, 'beta_5': -1.2201519712041289, 'beta_6': 0.12927341884303384, 'beta_7': -1.7916346461160935, 'beta_8': -0.44556548424743864, 'beta_9': -1.4960144038215195, 'beta_10': -0.8028636176992369, 'beta_11': -2.2609364231585443, 'beta_12': 0.056819787032630686, 'beta_13': 1.0231311635789715, 'beta_14': -1.2831772034920788, 'beta_15': 1.148353049374923, 'beta_16': 1.873616962293555, 'beta_17': 1.2456808893062183, 'beta_18': 1.9181589196981337, 'beta_19': -2.78374097755493, 'beta_20': 2.7869481336524844, 'beta_21': 1.6947622382493843, 'beta_22': -0.7925893139644212, 'beta_23': 2.0279722137827734, 'beta_24': -1.564917527926955, 'beta_25': -0.9094914865149635, 'beta_26': 1.7156064533226878, 'beta_27': -2.1923356738221815, 'beta_28': -1.2856102533467553, 'beta_29': -2.163113544055165, 'beta_30': -0.1700820892326963, 'beta_31': 0.6887658022378655, 'beta_32': 3.1411697963361362, 'beta_33': -1.6113650473575891, 'beta_34': 0.25345652836744426, 'beta_35': -2.2761301515463512, 'beta_36': 1.4894047403844577, 'beta_37': -0.2723489354750221, 'beta_38': -2.380857831293782, 'beta_39': -3.134016192258902, 'beta_40': -0.5657623802581457, 'beta_41': -2.0816001986851362, 'beta_42': -0.20429874653782276, 'beta_43': 0.3762518619722895}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-07 00:56:43,740] Trial 118 finished with value: -29.944374999999997 and parameters: {'optimizer': 'COBYLA', 'reps': 45, 'gamma_0': -1.6295548998564129, 'gamma_1': 0.07536222556304094, 'gamma_2': 0.19789054375426907, 'gamma_3': 0.9694804609689732, 'gamma_4': 0.08298551253310185, 'gamma_5': 2.9823767280282154, 'gamma_6': 1.887204212462273, 'gamma_7': 1.6929636255362392, 'gamma_8': -1.1773134207768732, 'gamma_9': -0.6441691775897609, 'gamma_10': -0.49797605673424167, 'gamma_11': -0.5225153227756607, 'gamma_12': -0.45344940758508084, 'gamma_13': -0.888796700866162, 'gamma_14': -1.59744364752436, 'gamma_15': -1.8785015384776989, 'gamma_16': -0.06951228591656328, 'gamma_17': -1.5608209701496518, 'gamma_18': 0.6835358196399529, 'gamma_19': 1.502437369750893, 'gamma_20': -0.7374458171032385, 'gamma_21': 0.8050556640764006, 'gamma_22': -1.4659454727281165, 'gamma_23': 0.7611271195077998, 'gamma_24': 2.4698387000872333, 'gamma_25': 2.255261625725187, 'gamma_26': -2.3459879068088343, 'gamma_27': 2.3442086228658505, 'gamma_28': -2.452864976102429, 'gamma_29': -2.38564741051156, 'gamma_30': 1.8269866259786633, 'gamma_31': 0.9782463578328862, 'gamma_32': -1.4711392241557668, 'gamma_33': 2.591947538041621, 'gamma_34': -1.0135346218795305, 'gamma_35': -2.6042407374436283, 'gamma_36': -2.161820760402653, 'gamma_37': 0.923596727473146, 'gamma_38': 0.6253386740644691, 'gamma_39': 2.7760880062263573, 'gamma_40': 2.044185772063873, 'gamma_41': 0.6958176691278473, 'gamma_42': -1.611682680305226, 'gamma_43': 2.5890787086478304, 'gamma_44': -1.421551369078573, 'beta_0': 0.6464354594245655, 'beta_1': 0.8476162685723526, 'beta_2': -1.1347326497687324, 'beta_3': 0.24158563099026642, 'beta_4': -1.7300670178632545, 'beta_5': -1.2623897944756424, 'beta_6': 0.10726693754231678, 'beta_7': -1.8008675131996954, 'beta_8': -0.2885644067050985, 'beta_9': -2.851842209959081, 'beta_10': -0.5500911515879241, 'beta_11': -1.9190221534703025, 'beta_12': -0.11096064668857589, 'beta_13': 0.9500771599587219, 'beta_14': -1.32670587233615, 'beta_15': 1.111825466854422, 'beta_16': 1.876640034210926, 'beta_17': 1.2306037705042847, 'beta_18': 2.0706085305263016, 'beta_19': -2.985230431238286, 'beta_20': 2.170885363280455, 'beta_21': 1.9213225078323626, 'beta_22': -0.7338248677550564, 'beta_23': 2.046711917193714, 'beta_24': -1.5605869037095008, 'beta_25': -0.8728280792427112, 'beta_26': 1.74879514599099, 'beta_27': -2.806783555322865, 'beta_28': -1.3144172009292472, 'beta_29': -2.1463585656336672, 'beta_30': -0.1710997095891449, 'beta_31': 0.3249163987669128, 'beta_32': 1.4234987988840437, 'beta_33': -1.8712512581994794, 'beta_34': -0.2096214391671688, 'beta_35': -1.7876548032857325, 'beta_36': 1.0113529516442898, 'beta_37': -0.42516087873406005, 'beta_38': -2.4075797462178183, 'beta_39': -3.039686512883447, 'beta_40': -0.6252776071067137, 'beta_41': -2.6141693113211817, 'beta_42': -0.25594270132193886, 'beta_43': 0.4313409971196229, 'beta_44': 3.0764018177737493}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-07 01:15:55,511] Trial 119 finished with value: -32.16125 and parameters: {'optimizer': 'COBYLA', 'reps': 44, 'gamma_0': -2.0695370527149235, 'gamma_1': -0.608169823744115, 'gamma_2': -0.5200969017248949, 'gamma_3': 1.5017512663919255, 'gamma_4': -0.11159419263443116, 'gamma_5': 2.669197257582921, 'gamma_6': 2.167613903132798, 'gamma_7': 1.4744977541001998, 'gamma_8': -2.852973311030104, 'gamma_9': -0.5950261266580421, 'gamma_10': -0.11803950485078307, 'gamma_11': -1.1255494964123838, 'gamma_12': -0.7608455696590603, 'gamma_13': -0.6253710858408297, 'gamma_14': -2.0323228194094733, 'gamma_15': -2.472780365692261, 'gamma_16': -0.6343923116881409, 'gamma_17': -2.3120329861582105, 'gamma_18': 1.5300242752456106, 'gamma_19': 2.520974716252094, 'gamma_20': -1.662096198728085, 'gamma_21': 1.1102617512265347, 'gamma_22': -1.0812965689124465, 'gamma_23': 0.9901833189897163, 'gamma_24': -2.9531682687349603, 'gamma_25': 2.6260295989141125, 'gamma_26': -2.7689453062059295, 'gamma_27': 2.1888833491266926, 'gamma_28': -2.213206689731646, 'gamma_29': -2.1317129880434535, 'gamma_30': 1.5766152876597634, 'gamma_31': 0.7085149403377986, 'gamma_32': -1.68513755532487, 'gamma_33': 2.4100964235291733, 'gamma_34': -1.4642529995894928, 'gamma_35': 1.3898389185950788, 'gamma_36': -2.3144986751022754, 'gamma_37': -1.8446057579393578, 'gamma_38': 0.48709163921118853, 'gamma_39': 3.0016399979109236, 'gamma_40': 0.24769386844901825, 'gamma_41': 1.0466847646117787, 'gamma_42': -0.7614644453317081, 'gamma_43': 1.8625366766477687, 'beta_0': 1.079738342355413, 'beta_1': 0.9575758155434674, 'beta_2': -0.28766704694315215, 'beta_3': 0.46409439621925413, 'beta_4': -1.8362998448913181, 'beta_5': -1.3313331570919675, 'beta_6': -0.04895599501421896, 'beta_7': -1.6384422685542148, 'beta_8': -0.7246303797354943, 'beta_9': -1.412466093303002, 'beta_10': -0.9730361691706623, 'beta_11': -2.235514263329432, 'beta_12': 0.30021985705962145, 'beta_13': 0.6058778911592684, 'beta_14': 0.4122202125016246, 'beta_15': 1.2638037566500953, 'beta_16': -2.6697227818447304, 'beta_17': 0.46848671218365046, 'beta_18': 1.6583970093622464, 'beta_19': -2.81737255085976, 'beta_20': 2.819663530271181, 'beta_21': 1.6633489411123263, 'beta_22': -0.8438920706366178, 'beta_23': 1.722122622263195, 'beta_24': -1.1916433251131306, 'beta_25': -1.0489016460135276, 'beta_26': 2.0652206759107283, 'beta_27': -2.1666680183473606, 'beta_28': -1.1758417432952226, 'beta_29': -2.3877272408141024, 'beta_30': -0.5845222052704238, 'beta_31': 1.2927503084851752, 'beta_32': 3.120541164430957, 'beta_33': -1.5665962707558534, 'beta_34': 0.349269742185608, 'beta_35': -2.2348495581246977, 'beta_36': 1.478974705547417, 'beta_37': -0.13177945446534578, 'beta_38': -1.6686727353230482, 'beta_39': -2.6113560939057443, 'beta_40': -1.3884401465644343, 'beta_41': -1.8932797650566182, 'beta_42': -1.468236550512673, 'beta_43': 0.6520395376007203}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-07 01:33:48,237] Trial 120 finished with value: -31.650124999999992 and parameters: {'optimizer': 'COBYLA', 'reps': 41, 'gamma_0': -2.1102192700264224, 'gamma_1': -0.48773439707570454, 'gamma_2': -0.5877980708978171, 'gamma_3': 1.4814146604317102, 'gamma_4': 0.5878327578458605, 'gamma_5': 2.4510098332775407, 'gamma_6': 2.3482413994741416, 'gamma_7': 1.2689535714248539, 'gamma_8': -2.8587123173044904, 'gamma_9': -1.2630421791359474, 'gamma_10': -1.4780211102434162, 'gamma_11': -1.1369557795842533, 'gamma_12': -0.9033894915579056, 'gamma_13': -0.5978156758046947, 'gamma_14': -1.8758551059970114, 'gamma_15': -1.7263148839954616, 'gamma_16': 0.3255703094890904, 'gamma_17': -2.4919746609658846, 'gamma_18': 0.9187070891485225, 'gamma_19': 1.8282874051614144, 'gamma_20': -1.7678694364746301, 'gamma_21': 0.9827923148901674, 'gamma_22': -1.074209490787345, 'gamma_23': 1.126799311545176, 'gamma_24': -2.564092499381888, 'gamma_25': 2.0505392220207335, 'gamma_26': -2.7984835172898657, 'gamma_27': 1.8739994198792422, 'gamma_28': -2.1899241335587365, 'gamma_29': -3.0470047377547913, 'gamma_30': 2.3807479091425097, 'gamma_31': 0.596827400524782, 'gamma_32': -0.8363401938806586, 'gamma_33': 2.547176235639217, 'gamma_34': -1.6978140200435385, 'gamma_35': 1.2436579303089665, 'gamma_36': -2.406904078344211, 'gamma_37': -1.9135006415258307, 'gamma_38': 0.23438285195979425, 'gamma_39': 3.054710904404874, 'gamma_40': 0.3065164438301255, 'beta_0': 0.7664464872615184, 'beta_1': 0.6818025756595688, 'beta_2': -0.6811731977541456, 'beta_3': 1.1498483546752134, 'beta_4': -1.8297050923915394, 'beta_5': -1.0690261030854395, 'beta_6': -0.10090175950622915, 'beta_7': -1.638356563251534, 'beta_8': -0.49284285143811707, 'beta_9': -1.473336072385643, 'beta_10': -0.9652852775948797, 'beta_11': -1.673260248358831, 'beta_12': 0.08782317832839509, 'beta_13': 1.1066473120937814, 'beta_14': -1.970486213554511, 'beta_15': 1.5392475166380841, 'beta_16': -2.2237347605622455, 'beta_17': 0.6279480541817036, 'beta_18': 1.8597831402968457, 'beta_19': -2.7118992330334395, 'beta_20': 2.7844433021736172, 'beta_21': 1.5491745998949418, 'beta_22': -0.806180333358545, 'beta_23': 1.4283459473859033, 'beta_24': -0.2234917378635462, 'beta_25': -1.477674697648947, 'beta_26': 2.0718238205985466, 'beta_27': -2.1561297363795373, 'beta_28': -1.018081864472559, 'beta_29': -2.381795620322562, 'beta_30': -0.6197978921146693, 'beta_31': 0.6229020833118906, 'beta_32': 2.9889388806679005, 'beta_33': -1.6193978217647058, 'beta_34': 0.44457480047342074, 'beta_35': -2.263715257091254, 'beta_36': 1.4294637242412132, 'beta_37': -0.23602845533754424, 'beta_38': -2.055370126720078, 'beta_39': -2.742158006888845, 'beta_40': -1.47717863903808}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-07 01:53:00,704] Trial 121 finished with value: -31.541750000000008 and parameters: {'optimizer': 'COBYLA', 'reps': 44, 'gamma_0': -2.4133055491522875, 'gamma_1': -0.6389932157917395, 'gamma_2': -0.33471906910713434, 'gamma_3': 1.3377857765263599, 'gamma_4': -0.04903257975135393, 'gamma_5': 2.634688388695237, 'gamma_6': 2.133053308987509, 'gamma_7': 1.5387358239125373, 'gamma_8': -2.735676172093501, 'gamma_9': -0.6392350288362278, 'gamma_10': -0.09214695769231851, 'gamma_11': -1.77802180490727, 'gamma_12': -0.7481747472481859, 'gamma_13': -1.1116271701531766, 'gamma_14': -2.291278002314227, 'gamma_15': -2.454414432021757, 'gamma_16': 0.1070355342703175, 'gamma_17': -2.3124899724479957, 'gamma_18': 1.5716961187617116, 'gamma_19': 2.4556863024828806, 'gamma_20': 2.650324743242294, 'gamma_21': 1.0908099901690755, 'gamma_22': -1.6711827686109466, 'gamma_23': 0.8626019419037634, 'gamma_24': -2.0642400051220284, 'gamma_25': 2.655553534338872, 'gamma_26': -2.4733879124071643, 'gamma_27': 2.1703876825276254, 'gamma_28': -2.64571939327746, 'gamma_29': -2.14899426799733, 'gamma_30': 1.5592696501247738, 'gamma_31': 0.5105580138481409, 'gamma_32': -1.6985664328184233, 'gamma_33': 2.263018929481632, 'gamma_34': -1.3815038710134155, 'gamma_35': 0.3202208605354827, 'gamma_36': -2.850989266032742, 'gamma_37': 0.3048359575380398, 'gamma_38': 0.5334034724005268, 'gamma_39': 2.527164852796835, 'gamma_40': 0.34239604507457655, 'gamma_41': 1.1801228546044449, 'gamma_42': -0.8519339292851529, 'gamma_43': 1.631280143577643, 'beta_0': 1.1082144115286667, 'beta_1': 1.1299778834799323, 'beta_2': -0.9522055121931554, 'beta_3': 0.41183657732364526, 'beta_4': -2.0191130965252206, 'beta_5': -1.9842871114537963, 'beta_6': 0.46827682833511863, 'beta_7': -1.4926458423134166, 'beta_8': -0.7606645934554002, 'beta_9': -1.292405973978025, 'beta_10': -0.8989358795076605, 'beta_11': -2.383209913961829, 'beta_12': 0.538565414120927, 'beta_13': 0.8742014893080006, 'beta_14': 0.40026297676949457, 'beta_15': 1.9773390981794878, 'beta_16': -2.7000850044919993, 'beta_17': 1.544990400612007, 'beta_18': 1.6049361339130441, 'beta_19': -2.1009639115049272, 'beta_20': 2.4407564121319454, 'beta_21': 1.6833513184011226, 'beta_22': -0.5879831434613574, 'beta_23': 1.7113467509756124, 'beta_24': -1.205945263494055, 'beta_25': -1.0366572716845073, 'beta_26': 1.5628241891100747, 'beta_27': -2.287552436493735, 'beta_28': -1.2379834718702414, 'beta_29': -2.655179188929865, 'beta_30': -0.37008252791741947, 'beta_31': 1.2574280759769116, 'beta_32': 2.6389595334357505, 'beta_33': -1.208269190284987, 'beta_34': 0.1078885574137255, 'beta_35': -2.0411744485380727, 'beta_36': 2.0293577018989137, 'beta_37': 0.15509899988188075, 'beta_38': -1.5979604674062569, 'beta_39': -2.3461760931496487, 'beta_40': -1.1493361168733656, 'beta_41': -1.8477726521904443, 'beta_42': -1.5429600148491214, 'beta_43': 0.796965176988517}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-07 02:13:26,637] Trial 122 finished with value: -32.0655 and parameters: {'optimizer': 'COBYLA', 'reps': 47, 'gamma_0': -2.2773742042052376, 'gamma_1': -0.752619482358879, 'gamma_2': -0.0063168956445522895, 'gamma_3': 1.6192714495300327, 'gamma_4': 0.4234319114607519, 'gamma_5': 2.8638739870039687, 'gamma_6': 1.692917822539242, 'gamma_7': 1.3924628600238256, 'gamma_8': -2.58460017320134, 'gamma_9': -1.3130472728064715, 'gamma_10': 0.15752669580729178, 'gamma_11': -1.2784390063143107, 'gamma_12': -0.5620306541753292, 'gamma_13': -0.9800888782503256, 'gamma_14': -1.7584221421105117, 'gamma_15': -2.3259720695668986, 'gamma_16': -0.6222766695046711, 'gamma_17': -2.8825023204276854, 'gamma_18': 1.837761803419125, 'gamma_19': 2.524138615039737, 'gamma_20': -0.3740042669706621, 'gamma_21': 1.5618517191050443, 'gamma_22': -1.2322011517211386, 'gamma_23': 0.5847165623289453, 'gamma_24': 2.886396704249939, 'gamma_25': 1.858015197250194, 'gamma_26': -2.9209255320121095, 'gamma_27': 2.7127268069418182, 'gamma_28': -2.3102831659432987, 'gamma_29': -1.9217692181028847, 'gamma_30': 2.020174844341316, 'gamma_31': 0.18735819704253742, 'gamma_32': -1.2470280296879244, 'gamma_33': 2.005071631039105, 'gamma_34': -1.121630081089707, 'gamma_35': 2.501438929515819, 'gamma_36': -1.6566138054257002, 'gamma_37': 0.684538125535287, 'gamma_38': 0.9242693947219794, 'gamma_39': 3.121602616808752, 'gamma_40': 1.868391515432818, 'gamma_41': 0.987176973465607, 'gamma_42': -1.9331064073416644, 'gamma_43': 0.7581415656427251, 'gamma_44': -3.088354017656677, 'gamma_45': 1.788040906751757, 'gamma_46': -1.6070305049267943, 'beta_0': 1.468534550032028, 'beta_1': 1.0210256921636323, 'beta_2': -0.17779739846377116, 'beta_3': 2.2686151222517372, 'beta_4': -1.5359470884428137, 'beta_5': -0.8586597001444666, 'beta_6': -0.2199139317912718, 'beta_7': -1.3907663655605436, 'beta_8': -0.6114870038125544, 'beta_9': -2.210815711627113, 'beta_10': -0.7762518061075265, 'beta_11': -2.2723954212093607, 'beta_12': 0.28735211702008767, 'beta_13': 0.6159264390612934, 'beta_14': -2.170459629585589, 'beta_15': 1.250844864265628, 'beta_16': -3.0223662472288844, 'beta_17': 1.0214351282852259, 'beta_18': 2.896200213860423, 'beta_19': -2.221667624626601, 'beta_20': 2.6060500566213998, 'beta_21': 2.215575385886809, 'beta_22': -1.1030263363278519, 'beta_23': 1.889717555499938, 'beta_24': -0.6970722911873302, 'beta_25': -1.2667070128829008, 'beta_26': 2.3176867711582223, 'beta_27': -2.6109064632210175, 'beta_28': -0.6133638677794859, 'beta_29': -2.202746952681571, 'beta_30': -1.163597211467189, 'beta_31': 1.0494115228877872, 'beta_32': 3.1307201511804914, 'beta_33': -2.042887875763871, 'beta_34': 0.9073518775272096, 'beta_35': -2.3327504529983587, 'beta_36': 1.670607436927586, 'beta_37': -0.3092181406509386, 'beta_38': -1.9763549374839104, 'beta_39': -1.9048920946948011, 'beta_40': -0.8697717856285214, 'beta_41': -1.5286444670808241, 'beta_42': -2.0793528992013814, 'beta_43': -0.4550292629193121, 'beta_44': -2.2493685203817613, 'beta_45': 1.8747853165723452, 'beta_46': -1.4602601239223485}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-07 02:32:13,340] Trial 123 finished with value: -32.23075 and parameters: {'optimizer': 'COBYLA', 'reps': 43, 'gamma_0': -1.9821570934613897, 'gamma_1': 0.2555473553184337, 'gamma_2': -0.174424972666966, 'gamma_3': 0.8600811012496574, 'gamma_4': -0.14021668811899377, 'gamma_5': 2.1316187967091427, 'gamma_6': 2.6745160261192686, 'gamma_7': 1.7533653168016297, 'gamma_8': -0.6077803042625518, 'gamma_9': -0.9237210549093284, 'gamma_10': -0.1924749319988513, 'gamma_11': -0.7254618666502302, 'gamma_12': -1.044818563357857, 'gamma_13': -0.6532210232310245, 'gamma_14': -1.9879077742841036, 'gamma_15': -2.6638574654400657, 'gamma_16': -0.4078198127897126, 'gamma_17': -2.075406715174336, 'gamma_18': 0.5098670108032517, 'gamma_19': 2.352432804739383, 'gamma_20': -0.5289069836772765, 'gamma_21': 1.0851549802148555, 'gamma_22': -1.3669503754465977, 'gamma_23': 1.052501345508896, 'gamma_24': -3.002770410246097, 'gamma_25': 2.514899350599186, 'gamma_26': -2.6093352934532152, 'gamma_27': 2.456475389448293, 'gamma_28': -1.6819331764754468, 'gamma_29': -2.4417947772231483, 'gamma_30': 0.872318645987265, 'gamma_31': 0.8251569482769847, 'gamma_32': -1.540472857136488, 'gamma_33': 1.7508073332688843, 'gamma_34': -1.5062579869578623, 'gamma_35': 1.6476518199069587, 'gamma_36': -2.3136957096907627, 'gamma_37': -1.3658949605109734, 'gamma_38': -0.13764080735729983, 'gamma_39': 2.759859035946548, 'gamma_40': 2.32913272967759, 'gamma_41': 0.0833181177086979, 'gamma_42': -1.4051983837861592, 'beta_0': 0.8474740502700572, 'beta_1': 1.4796735258032614, 'beta_2': -0.4851226394575854, 'beta_3': 0.49485036112975256, 'beta_4': -2.2828217355578646, 'beta_5': -0.6669543903798928, 'beta_6': -0.011883429081286867, 'beta_7': -1.1813860553715856, 'beta_8': -0.36271754882595364, 'beta_9': -1.856933310360081, 'beta_10': -0.7700510204570922, 'beta_11': -2.676708404272234, 'beta_12': 0.3707655636599825, 'beta_13': 0.5551610196204685, 'beta_14': -1.5359977744706697, 'beta_15': 1.3201955311825397, 'beta_16': -2.3315992709363385, 'beta_17': 0.14073641376039242, 'beta_18': 2.6981095156083494, 'beta_19': -2.85566300653114, 'beta_20': 2.83771133884367, 'beta_21': 1.7589802452848011, 'beta_22': 0.6364115333476937, 'beta_23': 2.158174083490324, 'beta_24': -1.6574316853439286, 'beta_25': -0.7120733533663668, 'beta_26': 1.8545730289958713, 'beta_27': -1.7284292356166668, 'beta_28': -2.9803490695902495, 'beta_29': -1.989400828573322, 'beta_30': -1.448383376284384, 'beta_31': 0.7950094875794501, 'beta_32': 2.19935222187117, 'beta_33': -1.4617930119943658, 'beta_34': 0.6874127639012557, 'beta_35': -2.711697883075977, 'beta_36': 1.1742595818008883, 'beta_37': 0.557658470914945, 'beta_38': -0.9768233783083546, 'beta_39': -3.108597077457956, 'beta_40': -1.3538520697862368, 'beta_41': -2.1038810737018636, 'beta_42': -0.7013713577272629}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-07 02:49:19,609] Trial 124 finished with value: -31.88137500000001 and parameters: {'optimizer': 'COBYLA', 'reps': 39, 'gamma_0': -1.870830123412987, 'gamma_1': 0.7752335608874632, 'gamma_2': -0.5292939810379945, 'gamma_3': -2.9051846315541807, 'gamma_4': 0.8721471756786022, 'gamma_5': 2.0903454336510485, 'gamma_6': 2.5964681141650807, 'gamma_7': 1.7678177889233972, 'gamma_8': -0.5880959947154142, 'gamma_9': -0.8635749775464142, 'gamma_10': -0.2236590094218917, 'gamma_11': -1.0006751321686962, 'gamma_12': -1.0281638861344777, 'gamma_13': -0.16926733396890575, 'gamma_14': -2.0916570946852096, 'gamma_15': -1.9756424850109926, 'gamma_16': -0.3784079078116013, 'gamma_17': -2.763499703526796, 'gamma_18': 0.4917196799201464, 'gamma_19': 2.276129257120606, 'gamma_20': -0.5109086756567014, 'gamma_21': 0.6901242980264503, 'gamma_22': -1.3481808699609616, 'gamma_23': 1.6064037415526735, 'gamma_24': -2.913756508371807, 'gamma_25': 2.531333155258552, 'gamma_26': -2.541610808356938, 'gamma_27': 1.6539653562342662, 'gamma_28': -1.6833079435993306, 'gamma_29': -2.8368967348182, 'gamma_30': 0.9358663956010598, 'gamma_31': 0.8986112027406329, 'gamma_32': -1.948335441426953, 'gamma_33': 1.8093826208564663, 'gamma_34': -2.6419411577812286, 'gamma_35': 1.4501267046747501, 'gamma_36': -2.2689379321325953, 'gamma_37': -1.3632366970102123, 'gamma_38': -0.12075127962499033, 'beta_0': 0.8421330579877652, 'beta_1': 1.6618814030071394, 'beta_2': -0.34657327030563667, 'beta_3': 0.6565713751843212, 'beta_4': -2.2598519334846716, 'beta_5': -1.3527056767615098, 'beta_6': 0.00888510101630513, 'beta_7': -1.2291113634752207, 'beta_8': -0.9494060427148792, 'beta_9': -1.8163533750290735, 'beta_10': -0.1940489461691328, 'beta_11': -2.604489136493873, 'beta_12': 0.06993182891220989, 'beta_13': 1.101188634773511, 'beta_14': -1.6109365329889695, 'beta_15': 1.3946439522703284, 'beta_16': -2.425801662769556, 'beta_17': 0.49399736857801035, 'beta_18': 2.2499299532219377, 'beta_19': -2.852082993791159, 'beta_20': 2.8188473126747344, 'beta_21': 1.3100879510732757, 'beta_22': 0.6420177903188566, 'beta_23': 2.315451970827694, 'beta_24': -1.785609837042287, 'beta_25': -1.1686074608423294, 'beta_26': 1.889377157993096, 'beta_27': -1.9810762519364358, 'beta_28': -2.78849891479353, 'beta_29': -1.9801095531212047, 'beta_30': -0.5761708585964291, 'beta_31': 0.03827128699843807, 'beta_32': 2.822859544668668, 'beta_33': -1.6954539032674365, 'beta_34': 0.2201148859361493, 'beta_35': -2.5937742073136847, 'beta_36': 1.0945270729473175, 'beta_37': 0.663771635803877, 'beta_38': -0.6818347443168488}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-07 03:07:41,218] Trial 125 finished with value: -31.580625 and parameters: {'optimizer': 'COBYLA', 'reps': 42, 'gamma_0': -1.4115647094559662, 'gamma_1': 0.41067653500898166, 'gamma_2': -0.11548954117276755, 'gamma_3': 1.0409545282782393, 'gamma_4': -0.1952674253891002, 'gamma_5': 1.8991189277996905, 'gamma_6': 1.9096666565933402, 'gamma_7': 2.2308245804904594, 'gamma_8': -0.2913063254661956, 'gamma_9': -1.00809431959057, 'gamma_10': 0.30100715738056166, 'gamma_11': -0.7852024695346332, 'gamma_12': -1.6091213211603217, 'gamma_13': -0.43142885094032635, 'gamma_14': -2.2483582675756892, 'gamma_15': -2.643493125898054, 'gamma_16': -0.46344339867148127, 'gamma_17': -2.9858818620773366, 'gamma_18': 0.7390348942105627, 'gamma_19': 2.341206755092498, 'gamma_20': -0.2000596211168464, 'gamma_21': 1.0794699193789252, 'gamma_22': -1.8367925403256722, 'gamma_23': 1.0916378913570468, 'gamma_24': -2.980851607707813, 'gamma_25': 2.7792552326997115, 'gamma_26': -2.876387394211681, 'gamma_27': 2.4513173382657514, 'gamma_28': -2.034690367246596, 'gamma_29': -2.412354580050785, 'gamma_30': 1.1549104616352972, 'gamma_31': 1.2297708192987202, 'gamma_32': -1.5546878928373602, 'gamma_33': 1.5381355548348599, 'gamma_34': -1.5922669431745762, 'gamma_35': 1.6256220902709062, 'gamma_36': -2.8158321292290855, 'gamma_37': -2.078048392903286, 'gamma_38': -0.8518166665677549, 'gamma_39': 2.262193093598918, 'gamma_40': 2.605422397464336, 'gamma_41': 0.9208557600778098, 'beta_0': 0.5353543940604146, 'beta_1': 1.502628526723567, 'beta_2': -0.4622258383195035, 'beta_3': 0.5215495271690909, 'beta_4': -1.6705224833216454, 'beta_5': -0.6523997683771089, 'beta_6': -0.3729609904748273, 'beta_7': -1.0176641168053138, 'beta_8': -0.567136573543649, 'beta_9': -2.002277632709164, 'beta_10': -1.2239898817633983, 'beta_11': -2.7122334758209705, 'beta_12': 0.34226487003817124, 'beta_13': 0.6960473386423709, 'beta_14': -1.8116973420587763, 'beta_15': 1.001027636382125, 'beta_16': -2.1064526292020807, 'beta_17': -0.05612894151214798, 'beta_18': 2.801537678246353, 'beta_19': -3.132495007025532, 'beta_20': 2.5589651870759824, 'beta_21': 1.747417813786056, 'beta_22': -1.3667099539058607, 'beta_23': 2.1615191526685824, 'beta_24': -1.4326874938937795, 'beta_25': -0.9509437901883528, 'beta_26': 2.1102136900518556, 'beta_27': 0.4543350807523465, 'beta_28': -2.959827592458236, 'beta_29': 2.8224831871429896, 'beta_30': -1.4587288466035213, 'beta_31': -2.7812182889626635, 'beta_32': 2.44480860173692, 'beta_33': -1.5235206997383524, 'beta_34': 0.6874589491358962, 'beta_35': -1.9985507945278291, 'beta_36': 0.5676787500747801, 'beta_37': 0.5835914371827202, 'beta_38': -1.1373300788846246, 'beta_39': -2.98643229001654, 'beta_40': -0.3569671174147572, 'beta_41': -2.085238732525054}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-07 03:26:50,956] Trial 126 finished with value: -31.781374999999993 and parameters: {'optimizer': 'COBYLA', 'reps': 44, 'gamma_0': -1.9418034715442345, 'gamma_1': 0.30162798455314815, 'gamma_2': -0.970012921199068, 'gamma_3': 0.6357316339455691, 'gamma_4': 0.12972158800587674, 'gamma_5': 2.3092679666774583, 'gamma_6': 3.025410619027431, 'gamma_7': 1.172987501835284, 'gamma_8': -3.014290227244865, 'gamma_9': -0.46037989279001834, 'gamma_10': -2.3883486451320017, 'gamma_11': -1.0064278516424723, 'gamma_12': -1.752453240989853, 'gamma_13': -0.7210042541112731, 'gamma_14': -1.3228552291636673, 'gamma_15': -2.1702121568682884, 'gamma_16': -0.24740845454969138, 'gamma_17': -2.415279689199831, 'gamma_18': 0.3038946466284077, 'gamma_19': 1.983028148236106, 'gamma_20': -2.1959089120547293, 'gamma_21': 2.048798448838702, 'gamma_22': -1.6127837334420125, 'gamma_23': 1.3382659322665078, 'gamma_24': 2.6567797349255593, 'gamma_25': 2.3580236334641143, 'gamma_26': -2.6370020028102084, 'gamma_27': 2.1475537705372902, 'gamma_28': -1.3001945793049923, 'gamma_29': -2.6309233957035807, 'gamma_30': 1.8924901210082328, 'gamma_31': 0.4463020044593583, 'gamma_32': -2.1467994615197155, 'gamma_33': 2.89137280966077, 'gamma_34': -2.8781724509041395, 'gamma_35': 2.0496551309680324, 'gamma_36': -1.9505678910982294, 'gamma_37': -1.7439670588126879, 'gamma_38': -0.2737498352627308, 'gamma_39': 2.8764301338408513, 'gamma_40': 3.0604984251127467, 'gamma_41': 1.442048861842762, 'gamma_42': -1.3757465279755197, 'gamma_43': 1.9451939606842938, 'beta_0': 0.3903900614822159, 'beta_1': 1.3411583932294877, 'beta_2': -0.8088404625327926, 'beta_3': 0.04218943877089221, 'beta_4': -2.479418820930774, 'beta_5': -0.9157551714557395, 'beta_6': 0.26908425143168, 'beta_7': -0.935317449773158, 'beta_8': -0.33563602014689936, 'beta_9': -1.5979826127956323, 'beta_10': -1.4810273373031049, 'beta_11': -2.0321889639324704, 'beta_12': -0.29535838303250017, 'beta_13': 0.511914556556, 'beta_14': -1.1228688078935223, 'beta_15': 1.2955330608041065, 'beta_16': 1.8233092268286577, 'beta_17': 0.16833269482179347, 'beta_18': 1.220069460760706, 'beta_19': -2.993862810307685, 'beta_20': 3.1308091094080908, 'beta_21': 2.033047433113483, 'beta_22': -0.1654878701266682, 'beta_23': 2.0296481054491156, 'beta_24': -2.1084975719392864, 'beta_25': -0.6232658841100067, 'beta_26': 1.6933435207064507, 'beta_27': -1.821434912044681, 'beta_28': -1.2180244818928945, 'beta_29': -1.8208129911117878, 'beta_30': -0.15141945831763653, 'beta_31': 1.67158944262393, 'beta_32': 1.923209571208821, 'beta_33': -2.077846568199908, 'beta_34': 1.2507316116593539, 'beta_35': -2.397137457328471, 'beta_36': 1.182193819446268, 'beta_37': 0.041068189440096825, 'beta_38': -0.42086989700453414, 'beta_39': -3.127931788388721, 'beta_40': -1.537285704182409, 'beta_41': -2.677499819500912, 'beta_42': -0.4558275071634993, 'beta_43': 1.293825509887748}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-07 04:47:28,398] Trial 127 finished with value: -28.368624999999998 and parameters: {'optimizer': 'QN-SPSA', 'reps': 49, 'gamma_0': -2.08336096334175, 'gamma_1': -0.04802041024532888, 'gamma_2': -1.189334150906952, 'gamma_3': 1.2239272049806982, 'gamma_4': 0.34478583660771855, 'gamma_5': 2.6424630576535995, 'gamma_6': 2.670686055198931, 'gamma_7': 1.9126645254260637, 'gamma_8': -0.8928826389538349, 'gamma_9': -0.8144545444171335, 'gamma_10': -0.3329198316691225, 'gamma_11': -0.8064736784840503, 'gamma_12': -1.1696654937609956, 'gamma_13': -0.8069360116977902, 'gamma_14': -1.6584825133378622, 'gamma_15': -2.4821029169156437, 'gamma_16': -0.8606470640831807, 'gamma_17': -2.566733875803814, 'gamma_18': 1.129475129621154, 'gamma_19': 1.7241245932318716, 'gamma_20': 0.09549151112811272, 'gamma_21': 0.4877993628929309, 'gamma_22': -0.8154802948930685, 'gamma_23': 0.9990097117668536, 'gamma_24': -2.8051436766197484, 'gamma_25': 2.85294091801663, 'gamma_26': -2.250323128369173, 'gamma_27': 1.3941971466458731, 'gamma_28': -1.4816758908583418, 'gamma_29': -2.2489872967892506, 'gamma_30': 1.6492857386433135, 'gamma_31': 0.8280126679768848, 'gamma_32': -2.942883677220679, 'gamma_33': 1.3980602003656155, 'gamma_34': -0.6070900860017762, 'gamma_35': 2.2175346614020146, 'gamma_36': -2.3740772020873466, 'gamma_37': -0.8430556396394117, 'gamma_38': 0.017023885232186897, 'gamma_39': 2.0277383245410565, 'gamma_40': -0.2040824419545888, 'gamma_41': 0.009325320407584048, 'gamma_42': -0.5717070886682376, 'gamma_43': 2.6987583238935096, 'gamma_44': 0.8828256953926442, 'gamma_45': -1.1482658997289676, 'gamma_46': 1.8055895807066173, 'gamma_47': -0.4963301114659238, 'gamma_48': 2.9574642419849937, 'beta_0': 0.6871464709649102, 'beta_1': 0.9177447766810249, 'beta_2': -0.5733235340698197, 'beta_3': 0.18824007201601523, 'beta_4': -2.113748502887033, 'beta_5': -1.172463694713638, 'beta_6': -0.07690301055232399, 'beta_7': -0.5682527068615835, 'beta_8': -0.878262006470132, 'beta_9': -2.020766837626697, 'beta_10': -1.1448234380005395, 'beta_11': -2.5666709388790596, 'beta_12': 0.7128195058830292, 'beta_13': 0.8933585044666346, 'beta_14': -1.3167892288872323, 'beta_15': 0.697194849555159, 'beta_16': -2.3268649951399523, 'beta_17': 0.1529990961052679, 'beta_18': 2.628736634881138, 'beta_19': -2.7436093344518766, 'beta_20': 2.3031046220791778, 'beta_21': 2.3490999121734157, 'beta_22': -0.9781356146305608, 'beta_23': 2.4959513267605993, 'beta_24': -1.1684911732615575, 'beta_25': -0.7819978013379032, 'beta_26': 1.3045494599145069, 'beta_27': -2.100440861477814, 'beta_28': -2.377768456070159, 'beta_29': -1.5804566867507337, 'beta_30': 0.11140972504230007, 'beta_31': 1.314120721517726, 'beta_32': -1.9844732504225142, 'beta_33': -0.9009382178666332, 'beta_34': 0.391422410741526, 'beta_35': -2.7080118094741263, 'beta_36': -3.129070296025685, 'beta_37': 1.1019165345272248, 'beta_38': -0.9199378244374308, 'beta_39': -2.5029103270783786, 'beta_40': -1.8947567633684708, 'beta_41': -2.1021307978198682, 'beta_42': -1.2557798827754612, 'beta_43': 0.5577858340408548, 'beta_44': 0.18466552081935095, 'beta_45': -2.150901090249816, 'beta_46': 1.4502099050395818, 'beta_47': 0.6644126425291573, 'beta_48': -2.8393591640832105}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-07 05:05:31,433] Trial 128 finished with value: -30.912124999999996 and parameters: {'optimizer': 'COBYLA', 'reps': 41, 'gamma_0': -1.7871168855587847, 'gamma_1': 0.2540940811953438, 'gamma_2': 0.1134772729885162, 'gamma_3': 0.7354715870805241, 'gamma_4': -0.5067248545960693, 'gamma_5': 2.1653516431543984, 'gamma_6': 2.288421495959183, 'gamma_7': 1.4834176481004722, 'gamma_8': -1.1037267637657862, 'gamma_9': -1.3458243047412748, 'gamma_10': -0.6807745177202128, 'gamma_11': -1.2956205283497426, 'gamma_12': -0.33580544838707616, 'gamma_13': -0.5811464894089258, 'gamma_14': -1.3730743303238053, 'gamma_15': -2.8719253710970762, 'gamma_16': -0.5909479457176745, 'gamma_17': 3.061933876363655, 'gamma_18': 0.5079140957923838, 'gamma_19': 2.124804374577338, 'gamma_20': -0.668116638923596, 'gamma_21': 0.35688740811626457, 'gamma_22': -2.1654109630331737, 'gamma_23': 1.444911619519705, 'gamma_24': 1.9309431474007597, 'gamma_25': 2.221664208166292, 'gamma_26': -0.38846860327403976, 'gamma_27': 2.3795834342369404, 'gamma_28': -1.6993508701210052, 'gamma_29': -2.935605662617271, 'gamma_30': -2.915262081554898, 'gamma_31': 1.2007641493971355, 'gamma_32': -1.4468564028893258, 'gamma_33': 1.7417408346863619, 'gamma_34': -2.463237470099216, 'gamma_35': 0.5007107645204427, 'gamma_36': -1.1680585969040531, 'gamma_37': -1.591559943828427, 'gamma_38': 1.205696962461691, 'gamma_39': -1.301490668849813, 'gamma_40': 2.234219618017596, 'beta_0': 1.1790285925446604, 'beta_1': 0.526726529479235, 'beta_2': -1.0059525708217858, 'beta_3': 0.8465140262535158, 'beta_4': -2.835144234592528, 'beta_5': -0.3857385778901006, 'beta_6': -0.3034812822734401, 'beta_7': -0.2870609645697692, 'beta_8': -1.1466311244862026, 'beta_9': -1.2168709546553298, 'beta_10': -1.098328101699925, 'beta_11': 1.3912857550665625, 'beta_12': -0.9261536967214313, 'beta_13': 1.4311872974475617, 'beta_14': -1.478077700153217, 'beta_15': 1.1163696910252605, 'beta_16': 2.1487924863488024, 'beta_17': 0.39696080951035556, 'beta_18': 2.3901803103954693, 'beta_19': -2.501231232310271, 'beta_20': 2.715544779958652, 'beta_21': 2.7476035543725787, 'beta_22': -0.29284011237069074, 'beta_23': 2.2647180057151113, 'beta_24': -1.6330680913462214, 'beta_25': 0.4834588849027489, 'beta_26': 1.9383459134734145, 'beta_27': -1.664558504744825, 'beta_28': -2.1137462761335835, 'beta_29': -2.0336576076047264, 'beta_30': -0.8525449624095852, 'beta_31': 0.5538370246003391, 'beta_32': 0.7205573372672003, 'beta_33': 1.6290710103231023, 'beta_34': -0.4001399645644008, 'beta_35': -1.305889251867546, 'beta_36': 1.9820619742575867, 'beta_37': -0.6861135539054128, 'beta_38': -2.461207164555827, 'beta_39': -2.8090026352071797, 'beta_40': -2.7395078576596266}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-07 05:26:02,893] Trial 129 finished with value: -31.52150000000001 and parameters: {'optimizer': 'COBYLA', 'reps': 46, 'gamma_0': -2.644486103618498, 'gamma_1': 0.578699679450323, 'gamma_2': -0.7145168761868307, 'gamma_3': -1.1375442386669086, 'gamma_4': -0.12444081141227523, 'gamma_5': 2.351677418026073, 'gamma_6': 1.277384911455145, 'gamma_7': 0.96245255176839, 'gamma_8': -0.11977513489803981, 'gamma_9': -0.6259912628011874, 'gamma_10': 0.7494981667188434, 'gamma_11': -1.1128028812716977, 'gamma_12': -0.8667669871896065, 'gamma_13': -1.0802482258087422, 'gamma_14': -2.0035254267506, 'gamma_15': -3.03315297974626, 'gamma_16': -0.13816005406325077, 'gamma_17': -2.2450685124774954, 'gamma_18': 0.1179553897019367, 'gamma_19': 1.615233902501535, 'gamma_20': -1.5981016517673279, 'gamma_21': 0.8418165901332545, 'gamma_22': -1.103432762399681, 'gamma_23': -1.7009248019272867, 'gamma_24': -0.679464692493588, 'gamma_25': 3.08828429115146, 'gamma_26': 1.2109473875822583, 'gamma_27': 1.8902781306953895, 'gamma_28': -1.9538881703680921, 'gamma_29': -2.557336213527301, 'gamma_30': 2.106916998116105, 'gamma_31': 0.16470238019897332, 'gamma_32': -1.9914627817216397, 'gamma_33': 2.519766192023636, 'gamma_34': -1.070937254145486, 'gamma_35': 2.678464158299891, 'gamma_36': -1.8856855888400608, 'gamma_37': -1.1346540758706163, 'gamma_38': 0.34818539607100574, 'gamma_39': 2.4669543878152544, 'gamma_40': -0.008930757818618462, 'gamma_41': 0.6626170076821095, 'gamma_42': -2.5854120453020113, 'gamma_43': 0.7838272910819479, 'gamma_44': -0.12422204893465336, 'gamma_45': 1.683208995111158, 'beta_0': 0.23064092527569857, 'beta_1': 1.7275679919254527, 'beta_2': -1.2393122944638988, 'beta_3': -0.17609114615108276, 'beta_4': -1.293203104719361, 'beta_5': -1.68452908414845, 'beta_6': 0.1023254519004424, 'beta_7': -1.1194234535254377, 'beta_8': 0.04657222699446617, 'beta_9': -1.3783685131721182, 'beta_10': 0.3907060393691259, 'beta_11': -2.946190973840795, 'beta_12': 0.1310375770629046, 'beta_13': 1.2328641460289984, 'beta_14': 0.6673877386115321, 'beta_15': 1.6317502850071366, 'beta_16': -1.9393331406129706, 'beta_17': -0.1898956462561079, 'beta_18': 1.5502706431040971, 'beta_19': -2.647598876478179, 'beta_20': -1.3732876724171026, 'beta_21': 1.423941418439258, 'beta_22': -0.8232882495108532, 'beta_23': 1.9729897017900084, 'beta_24': -1.365822443383907, 'beta_25': -0.20450979185121593, 'beta_26': 0.9324348349806217, 'beta_27': -2.595367738241755, 'beta_28': -3.1316251399389903, 'beta_29': -2.41596208692012, 'beta_30': -1.4999768933787323, 'beta_31': 2.9445770251987256, 'beta_32': 2.7863146654197424, 'beta_33': -1.1613486169992469, 'beta_34': -0.08877662986324841, 'beta_35': -2.903618599815085, 'beta_36': 0.8849863178379442, 'beta_37': 0.20898106779087322, 'beta_38': -1.2477941295708765, 'beta_39': -2.232657090537619, 'beta_40': -0.6950674672511371, 'beta_41': -1.227137338766247, 'beta_42': 0.11897776181064601, 'beta_43': -0.024626056925775353, 'beta_44': -0.9818836912787174, 'beta_45': 1.3502796019737695}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-07 06:02:52,520] Trial 130 finished with value: -22.83525 and parameters: {'optimizer': 'SPSA', 'reps': 39, 'gamma_0': -1.3192490478674448, 'gamma_1': -0.16790841308521387, 'gamma_2': -0.1861621622623531, 'gamma_3': 0.02856925651717912, 'gamma_4': -0.37687163352124486, 'gamma_5': 1.8149854002456847, 'gamma_6': 2.3721032760625795, 'gamma_7': 2.008431376801982, 'gamma_8': -1.3197853933777586, 'gamma_9': -1.530837306371832, 'gamma_10': 0.5305666898145562, 'gamma_11': -0.7226575633131757, 'gamma_12': -0.4951526532405982, 'gamma_13': 0.28677904194474046, 'gamma_14': -1.8925039588322112, 'gamma_15': -2.5521336077775136, 'gamma_16': -1.0719712378240276, 'gamma_17': -2.7216082806389497, 'gamma_18': 0.3252014807349017, 'gamma_19': 1.1463228602348234, 'gamma_20': -0.48661809210446666, 'gamma_21': -0.1563064929833877, 'gamma_22': -2.0221023472296755, 'gamma_23': 0.5729712478187239, 'gamma_24': 2.325062273435269, 'gamma_25': 1.6789785447476944, 'gamma_26': -2.145098648616703, 'gamma_27': 2.6195722555918377, 'gamma_28': -1.7718496275831153, 'gamma_29': -2.7516738780135097, 'gamma_30': 1.3202546261982135, 'gamma_31': 1.0095892103871433, 'gamma_32': -1.1654268505479073, 'gamma_33': 2.068885548499856, 'gamma_34': -1.9865819989849174, 'gamma_35': 0.25762362440194386, 'gamma_36': -2.575322328613571, 'gamma_37': -2.4124131725901883, 'gamma_38': -0.5874501379002093, 'beta_0': 0.9194754210685744, 'beta_1': 1.906427383384021, 'beta_2': -0.28874901996644675, 'beta_3': 0.4746661304426861, 'beta_4': -1.4272024500529321, 'beta_5': -1.3297366913348794, 'beta_6': -0.620361418459852, 'beta_7': -1.405129346906358, 'beta_8': -0.2933343251369821, 'beta_9': -1.4838533844557174, 'beta_10': -0.03400324888957462, 'beta_11': -1.7821954917724006, 'beta_12': -0.04595965680490044, 'beta_13': 0.1459501775523877, 'beta_14': -2.166230708489985, 'beta_15': 0.9130558314251329, 'beta_16': -2.582721203756286, 'beta_17': -0.5904665873141897, 'beta_18': 0.49467683443036303, 'beta_19': -3.0572913773910746, 'beta_20': 2.901048946934962, 'beta_21': 1.8344738778106882, 'beta_22': -3.0741300943424337, 'beta_23': 2.370515192300013, 'beta_24': -0.9149828058862082, 'beta_25': -0.4888404980852633, 'beta_26': 2.5383127617838324, 'beta_27': -2.397361929937113, 'beta_28': 0.028721569593719874, 'beta_29': -2.22951870927367, 'beta_30': -1.853201171150628, 'beta_31': 0.7060488471483274, 'beta_32': -0.16848479761270027, 'beta_33': -1.732722810069944, 'beta_34': 0.7555837235693909, 'beta_35': -1.6847836637823432, 'beta_36': 1.400074233054708, 'beta_37': 0.45577136325520085, 'beta_38': -2.157159429705497}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-07 06:21:57,031] Trial 131 finished with value: -31.5165 and parameters: {'optimizer': 'COBYLA', 'reps': 43, 'gamma_0': -2.3334049172091285, 'gamma_1': -0.36518063353487845, 'gamma_2': -0.47668430443007065, 'gamma_3': 0.8559840201036493, 'gamma_4': 0.04272312326077399, 'gamma_5': 2.5452698336918864, 'gamma_6': 2.085714732032499, 'gamma_7': 1.6136451416190436, 'gamma_8': -2.1000511945148475, 'gamma_9': -0.40133157869241104, 'gamma_10': -0.042531036528416166, 'gamma_11': 2.184260407483815, 'gamma_12': -0.6707855595180982, 'gamma_13': -1.3943234732915892, 'gamma_14': -2.3630660988225634, 'gamma_15': -2.758065860131305, 'gamma_16': -0.7637403019913135, 'gamma_17': -1.8215007501528768, 'gamma_18': 1.3773657990300578, 'gamma_19': 2.7128638056727667, 'gamma_20': -0.8970979086313303, 'gamma_21': 1.3159572956919743, 'gamma_22': -1.4330239521726051, 'gamma_23': 0.7757215304979833, 'gamma_24': 2.07265448293422, 'gamma_25': 2.3931629553465386, 'gamma_26': -2.9814427353352597, 'gamma_27': 2.9618329257616978, 'gamma_28': -2.4277472492958436, 'gamma_29': -2.0386438002562564, 'gamma_30': 1.535540906675852, 'gamma_31': 1.416559162538979, 'gamma_32': -1.7872933309907164, 'gamma_33': 2.2814903611482023, 'gamma_34': -1.462825029834865, 'gamma_35': -0.09345248768429054, 'gamma_36': -1.3728826278656296, 'gamma_37': 1.3044152793101196, 'gamma_38': 0.7307082359970141, 'gamma_39': 2.6903128788192117, 'gamma_40': 0.9406309116092766, 'gamma_41': 0.2751876820654749, 'gamma_42': -2.0813099219127214, 'beta_0': 0.8123444852404499, 'beta_1': 1.2381420937465004, 'beta_2': -0.07461942135057731, 'beta_3': 0.9729944163031934, 'beta_4': -1.9354514395085332, 'beta_5': -0.6738109992287109, 'beta_6': 0.34712735690794744, 'beta_7': -1.6755344974964725, 'beta_8': -0.7710848155907806, 'beta_9': -2.460337786559462, 'beta_10': -0.7381126460607099, 'beta_11': -2.1932427580967917, 'beta_12': 0.5514316853624796, 'beta_13': 0.34615419205522513, 'beta_14': 0.8888672503760514, 'beta_15': -0.3115822433240612, 'beta_16': -2.671650058635385, 'beta_17': 1.1540042477321075, 'beta_18': 3.1211774318350463, 'beta_19': -1.1858766364066684, 'beta_20': 2.99641599650987, 'beta_21': 1.5889545743328393, 'beta_22': 0.8923939702301342, 'beta_23': 1.5533549730699767, 'beta_24': -2.963072976661071, 'beta_25': -0.987321285166088, 'beta_26': 1.5349685432044955, 'beta_27': -2.3480633225428305, 'beta_28': -1.4767800152811783, 'beta_29': -2.803098565648479, 'beta_30': -1.1365557766642773, 'beta_31': 0.7847695512576605, 'beta_32': 2.113318730543566, 'beta_33': -1.4253811796599134, 'beta_34': 1.0126098148597364, 'beta_35': -2.871085701052645, 'beta_36': 1.6691143520367144, 'beta_37': -2.029560543717621, 'beta_38': -1.706067932116769, 'beta_39': -1.729033980910237, 'beta_40': -1.3119127642165411, 'beta_41': -1.8998022599837139, 'beta_42': -1.8990491453235174}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-07 06:42:21,688] Trial 132 finished with value: -31.31325 and parameters: {'optimizer': 'COBYLA', 'reps': 46, 'gamma_0': -2.167269670957874, 'gamma_1': -0.9992240326565209, 'gamma_2': -0.2747991383868137, 'gamma_3': 0.534504256778851, 'gamma_4': -0.9386098887731079, 'gamma_5': 2.691599339494324, 'gamma_6': 1.506555914778089, 'gamma_7': 1.7571863549241593, 'gamma_8': -2.4269333911759996, 'gamma_9': -0.7096812499275901, 'gamma_10': -0.11638141093107218, 'gamma_11': -1.4186421146985162, 'gamma_12': -0.7777151043734294, 'gamma_13': -1.2295685088333603, 'gamma_14': -2.618757705377972, 'gamma_15': -2.7119271061297665, 'gamma_16': -0.36900873988901167, 'gamma_17': -2.0258795125379114, 'gamma_18': 0.9550454722203717, 'gamma_19': 2.6191187657476718, 'gamma_20': 2.5657558416483606, 'gamma_21': 1.0786305895187605, 'gamma_22': -1.5495713272644818, 'gamma_23': 0.23128992944869659, 'gamma_24': 2.2099163243774713, 'gamma_25': 2.583023776499134, 'gamma_26': 1.5045065893519847, 'gamma_27': 2.525298931774598, 'gamma_28': -2.51199207421468, 'gamma_29': -1.692109214785283, 'gamma_30': 0.7976264863186588, 'gamma_31': 0.7370709095712888, 'gamma_32': -1.840165645291552, 'gamma_33': 2.77643761517354, 'gamma_34': -1.2162722867262927, 'gamma_35': 0.7217337991823319, 'gamma_36': -1.7148433046507665, 'gamma_37': -0.6327904530640491, 'gamma_38': 1.3869054067142224, 'gamma_39': 3.084272067734786, 'gamma_40': 1.3158962391732312, 'gamma_41': 0.29053990053526435, 'gamma_42': -1.451588475637637, 'gamma_43': 3.0048615967600543, 'gamma_44': 2.370603692365045, 'gamma_45': -2.251222654120331, 'beta_0': 1.660208063528463, 'beta_1': 1.401156083523161, 'beta_2': -0.7045937174044185, 'beta_3': 0.253148782670321, 'beta_4': -2.29438985910356, 'beta_5': -1.499568558233777, 'beta_6': 0.5955167642915792, 'beta_7': -1.8402448318436173, 'beta_8': -0.03824009330882561, 'beta_9': -1.0869813892571725, 'beta_10': -0.38326576121254646, 'beta_11': -2.2915484363832537, 'beta_12': 0.3635919032687561, 'beta_13': 0.6394810768702164, 'beta_14': 1.236585619078506, 'beta_15': -0.022667497544958115, 'beta_16': -2.865744363373786, 'beta_17': 1.1029980559939139, 'beta_18': 3.0251238274639447, 'beta_19': -1.9032650365345531, 'beta_20': 2.4521739912861285, 'beta_21': 1.9149757139052395, 'beta_22': 0.9822206227142489, 'beta_23': 1.7977088080281383, 'beta_24': -1.5906104782888142, 'beta_25': 0.057103814652422424, 'beta_26': 1.803320645405811, 'beta_27': -2.2684597870353245, 'beta_28': -0.9327637012472397, 'beta_29': -2.5154183816338525, 'beta_30': -0.9380912143117002, 'beta_31': 0.951897048067808, 'beta_32': 2.046830735943436, 'beta_33': -1.866281171712539, 'beta_34': 1.5452262598641502, 'beta_35': -3.113855212971486, 'beta_36': 2.444977857801745, 'beta_37': -2.410501810380388, 'beta_38': -1.5310916351513433, 'beta_39': -2.1542976549749744, 'beta_40': -0.9912439132965768, 'beta_41': -0.7715146820434353, 'beta_42': -0.6401999485531318, 'beta_43': -0.809213447722381, 'beta_44': 2.005017092583846, 'beta_45': 0.9542471770143299}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-07 07:01:09,361] Trial 133 finished with value: -31.721875 and parameters: {'optimizer': 'COBYLA', 'reps': 42, 'gamma_0': -2.4499496669808383, 'gamma_1': -0.5792364498504246, 'gamma_2': 0.2738073442097338, 'gamma_3': 0.9264296924731452, 'gamma_4': -1.164693561097003, 'gamma_5': 2.2743357921577947, 'gamma_6': 2.220836082957006, 'gamma_7': 1.3647088155592573, 'gamma_8': -0.4729915700444849, 'gamma_9': 0.7533060652235781, 'gamma_10': 0.08183949615034736, 'gamma_11': -0.2503590379320717, 'gamma_12': -1.0641041833728007, 'gamma_13': -0.8434064476371108, 'gamma_14': 2.7045117798249225, 'gamma_15': -2.2838968221084452, 'gamma_16': -0.6696231441807831, 'gamma_17': -2.1581728853072897, 'gamma_18': 0.7441103671901501, 'gamma_19': 2.352469506026951, 'gamma_20': -0.1475068683716296, 'gamma_21': 1.4798259669370684, 'gamma_22': -1.245476758314414, 'gamma_23': 0.4343110789691502, 'gamma_24': 2.447102928321337, 'gamma_25': 2.9608434914929953, 'gamma_26': -1.4371874660482007, 'gamma_27': 2.810316000615967, 'gamma_28': -2.191251603843671, 'gamma_29': -2.317576313682923, 'gamma_30': 1.8336092253094032, 'gamma_31': 1.967823384262997, 'gamma_32': -1.6310050806283816, 'gamma_33': 2.4442385935969595, 'gamma_34': -1.4918202022067888, 'gamma_35': 0.1864708331382125, 'gamma_36': 0.08978581049241119, 'gamma_37': 0.7243011372178269, 'gamma_38': 0.44824056214274005, 'gamma_39': 2.942055648531457, 'gamma_40': 2.193538462888227, 'gamma_41': -0.2655894358322328, 'beta_0': 1.1026385691257605, 'beta_1': 1.1486541941028177, 'beta_2': 0.10693415417522223, 'beta_3': 0.7014118240915665, 'beta_4': -1.7763128517938143, 'beta_5': -1.8116273674065348, 'beta_6': -0.14028428890262845, 'beta_7': -1.996496247504014, 'beta_8': -0.15118667099842165, 'beta_9': -1.7965401694702081, 'beta_10': -0.6882984921824551, 'beta_11': -2.45081455486546, 'beta_12': 0.8988782216643757, 'beta_13': 0.21257890433360066, 'beta_14': 0.2446603819061668, 'beta_15': 0.3264219617549249, 'beta_16': -3.125539772618954, 'beta_17': 0.7655141214450436, 'beta_18': 2.668136206179258, 'beta_19': -2.86342167360374, 'beta_20': 3.141157528385029, 'beta_21': 1.6825086978182324, 'beta_22': 1.1862116147272033, 'beta_23': 2.1931656429644075, 'beta_24': -2.7212498997210175, 'beta_25': -0.7720134381149837, 'beta_26': 1.6557353772791892, 'beta_27': -1.9472849260432143, 'beta_28': -1.0888902458161323, 'beta_29': -2.630917725381487, 'beta_30': -1.3877586188726916, 'beta_31': 1.1210096420661664, 'beta_32': 2.5526008265196065, 'beta_33': -1.153953263188135, 'beta_34': 0.6072226280392636, 'beta_35': -2.676750012389873, 'beta_36': 1.4459262810382825, 'beta_37': -0.0664048445560502, 'beta_38': -1.338255275099602, 'beta_39': -3.132821622195092, 'beta_40': -1.3552123825775484, 'beta_41': -2.848325043429477}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-07 07:20:41,694] Trial 134 finished with value: -31.482499999999998 and parameters: {'optimizer': 'COBYLA', 'reps': 44, 'gamma_0': -2.765884605399589, 'gamma_1': -1.2523143698626442, 'gamma_2': 0.0016023081602578038, 'gamma_3': 0.37722664335273187, 'gamma_4': -0.7552587208030671, 'gamma_5': 3.1308953150382277, 'gamma_6': 1.7657507862854827, 'gamma_7': 1.1373899802445342, 'gamma_8': -2.815822358938184, 'gamma_9': -1.0224068309591843, 'gamma_10': -0.22520183996861504, 'gamma_11': -0.9380351501756363, 'gamma_12': -0.633730052858853, 'gamma_13': -0.9295187477672684, 'gamma_14': -2.1328539120273406, 'gamma_15': -2.938113752451197, 'gamma_16': 0.5781346707785346, 'gamma_17': -1.9764021083187, 'gamma_18': 1.997900329383183, 'gamma_19': 1.4643720344474576, 'gamma_20': 2.2051038963018157, 'gamma_21': 2.6409153559344585, 'gamma_22': -1.7232459744723427, 'gamma_23': -0.0427821143940863, 'gamma_24': -3.094765089250927, 'gamma_25': 2.722017947022815, 'gamma_26': -2.6140471991763086, 'gamma_27': -0.09034945080664766, 'gamma_28': -2.594780575629594, 'gamma_29': -2.4697982282788096, 'gamma_30': 1.0854839833499517, 'gamma_31': 1.5274242520680033, 'gamma_32': -1.3742582629020064, 'gamma_33': 2.0397719284457625, 'gamma_34': -1.7369363961804587, 'gamma_35': -1.0106969006324003, 'gamma_36': 0.9705214673725016, 'gamma_37': 0.39816513325405456, 'gamma_38': 1.0151512312253586, 'gamma_39': 2.590148977227591, 'gamma_40': 0.026337372512967194, 'gamma_41': 0.8179033738761033, 'gamma_42': 0.20403876800606682, 'gamma_43': 1.9219558224985076, 'beta_0': 0.9664695922768591, 'beta_1': 1.5614871812682363, 'beta_2': -0.5347649698487404, 'beta_3': 0.36070248353917067, 'beta_4': -2.0818687796205313, 'beta_5': -1.4089912676668879, 'beta_6': 0.7825088169647727, 'beta_7': -1.5552760119540854, 'beta_8': -0.41540439044523214, 'beta_9': -2.1596881198959803, 'beta_10': -0.5537681480186087, 'beta_11': 1.7707132934754342, 'beta_12': -0.194848827433808, 'beta_13': -0.11152724119886492, 'beta_14': 0.5091997428917683, 'beta_15': 0.5009018074714117, 'beta_16': 1.4456674280598862, 'beta_17': 1.6593772267992395, 'beta_18': 1.7328403969301829, 'beta_19': -1.5836275215790985, 'beta_20': 2.6208879918955366, 'beta_21': 1.241464619940175, 'beta_22': -1.1675431586170466, 'beta_23': 1.3563321198328662, 'beta_24': -2.5561735836834165, 'beta_25': -1.8428157301497572, 'beta_26': 1.4443000384394138, 'beta_27': -2.1962840228614144, 'beta_28': -1.510452780334954, 'beta_29': -2.3358403798035194, 'beta_30': -0.680134290801942, 'beta_31': 0.22187314535093972, 'beta_32': 2.309580170736215, 'beta_33': -0.6183472966031258, 'beta_34': 1.2380188864225392, 'beta_35': -2.981314652735627, 'beta_36': 1.8833929141354473, 'beta_37': -0.9346349744907831, 'beta_38': -0.9270422838468345, 'beta_39': -1.4686167000385295, 'beta_40': -1.7647323863239786, 'beta_41': -0.24263198564578004, 'beta_42': -1.1324032084665856, 'beta_43': 1.7465134344973303}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-07 07:39:56,461] Trial 135 finished with value: -31.766624999999998 and parameters: {'optimizer': 'COBYLA', 'reps': 43, 'gamma_0': -2.0000200438345823, 'gamma_1': -1.4536253222040998, 'gamma_2': 0.6537788160468954, 'gamma_3': 1.1539342966535147, 'gamma_4': -0.37565511271291663, 'gamma_5': 1.5377237570679285, 'gamma_6': 1.619740577174335, 'gamma_7': 1.603304765295554, 'gamma_8': -2.5798134761075167, 'gamma_9': -0.5113165474810748, 'gamma_10': -0.44845279128293913, 'gamma_11': -0.41737391964706305, 'gamma_12': -1.3108955546543921, 'gamma_13': -0.653554615401569, 'gamma_14': -1.7331401135540356, 'gamma_15': -2.6357454849824555, 'gamma_16': -0.49353415334622175, 'gamma_17': -2.120265476824586, 'gamma_18': 2.2940481126949734, 'gamma_19': 2.9521674665242923, 'gamma_20': -1.081974569195949, 'gamma_21': 1.2794164137974948, 'gamma_22': -1.4113376343468804, 'gamma_23': -0.39034393431354475, 'gamma_24': 2.552149275247475, 'gamma_25': 2.4751889565263427, 'gamma_26': -1.8107959595745904, 'gamma_27': 0.7771330455501957, 'gamma_28': -2.7933626105063167, 'gamma_29': -2.171839020081459, 'gamma_30': 0.5920024984861384, 'gamma_31': -2.459010989540672, 'gamma_32': -2.6439074374684672, 'gamma_33': 2.290340364539139, 'gamma_34': -0.9697458177681754, 'gamma_35': -0.43892960569015094, 'gamma_36': -2.1261484744399723, 'gamma_37': -0.04343655615068931, 'gamma_38': 1.8196008550946101, 'gamma_39': 2.1061109171740906, 'gamma_40': 1.711377117153701, 'gamma_41': -0.9217235820404248, 'gamma_42': -1.1904648051047388, 'beta_0': 0.5848148871200913, 'beta_1': 1.296883138575077, 'beta_2': -1.714082895380806, 'beta_3': -0.06343026642912511, 'beta_4': -1.872382252912077, 'beta_5': -1.019038160016713, 'beta_6': -0.4376658083561071, 'beta_7': -1.781176586215128, 'beta_8': -0.17240093260771505, 'beta_9': -1.9312200773731112, 'beta_10': 0.12565069631162235, 'beta_11': -2.6849214277547206, 'beta_12': 0.49659388321627973, 'beta_13': -0.42635332253651304, 'beta_14': 0.9863599377774339, 'beta_15': 1.4312974679923376, 'beta_16': 1.650867179012995, 'beta_17': 2.0968752076516197, 'beta_18': 1.4205949168708456, 'beta_19': -2.2846156709518186, 'beta_20': 2.810139243421515, 'beta_21': 1.445759342955537, 'beta_22': 0.7206958608925439, 'beta_23': 1.714147790742052, 'beta_24': -1.8435724471368582, 'beta_25': -0.39531208736249296, 'beta_26': 1.220745964568465, 'beta_27': -2.800032346153971, 'beta_28': 0.4664202778977453, 'beta_29': -2.0016059225101794, 'beta_30': -1.685701618938595, 'beta_31': 1.3789548744636209, 'beta_32': 1.6585644364686205, 'beta_33': -1.5919345843223445, 'beta_34': 0.2972412624182035, 'beta_35': -2.19219969106333, 'beta_36': 2.1742541406310507, 'beta_37': -1.6189511222675066, 'beta_38': -1.8325733166070708, 'beta_39': -2.607521323131216, 'beta_40': -0.8523407742506781, 'beta_41': -2.4199275608005606, 'beta_42': -1.678892563280117}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-07 07:58:14,562] Trial 136 finished with value: -30.526499999999995 and parameters: {'optimizer': 'COBYLA', 'reps': 41, 'gamma_0': -2.261760568453721, 'gamma_1': -0.7977939523411904, 'gamma_2': -0.665559254110967, 'gamma_3': 0.19940684742914783, 'gamma_4': -0.5531537242428922, 'gamma_5': -0.21763858883689058, 'gamma_6': 1.399066179711856, 'gamma_7': 0.8282149717759205, 'gamma_8': -0.6133948335246604, 'gamma_9': 1.2120152432210252, 'gamma_10': 0.21941439508567384, 'gamma_11': -0.6183813601794763, 'gamma_12': -0.8478527196406307, 'gamma_13': -0.03844667754926207, 'gamma_14': -1.4814635056629961, 'gamma_15': -2.8233822145916445, 'gamma_16': -1.2302710491160362, 'gamma_17': -2.8220786061006544, 'gamma_18': 1.470870768831926, 'gamma_19': 1.0355851569714574, 'gamma_20': -1.2862296554381403, 'gamma_21': 2.322329550364232, 'gamma_22': -1.8680203910855837, 'gamma_23': -1.4704065648640048, 'gamma_24': 1.887033934118308, 'gamma_25': 1.8705097567889242, 'gamma_26': -1.0384576855037637, 'gamma_27': 1.0441670216878969, 'gamma_28': -1.0934142150689645, 'gamma_29': -1.8180063521843741, 'gamma_30': 2.35631618988134, 'gamma_31': 1.2561693725288956, 'gamma_32': -2.403274774372817, 'gamma_33': 2.6920420941810184, 'gamma_34': -1.8752664430389225, 'gamma_35': 1.8532359944556367, 'gamma_36': -2.862387558449135, 'gamma_37': -1.276701613029071, 'gamma_38': 0.8171596622439102, 'gamma_39': 2.3725454699119286, 'gamma_40': -0.543831039185349, 'beta_0': 1.012165389584609, 'beta_1': 1.013514651410254, 'beta_2': -1.364294034922954, 'beta_3': 0.09485863354098102, 'beta_4': 0.8723963518097639, 'beta_5': -1.196058023431487, 'beta_6': 0.048248614055098116, 'beta_7': -2.303957047469856, 'beta_8': 0.5748194212665283, 'beta_9': 0.9225869228236314, 'beta_10': -2.7234953769117025, 'beta_11': 1.1907249274912595, 'beta_12': 0.6150648151628383, 'beta_13': 2.8918489171165134, 'beta_14': -1.1819758194209236, 'beta_15': 0.7946997507168301, 'beta_16': 1.2598158654256546, 'beta_17': 2.8058384738969404, 'beta_18': 0.8610859730422598, 'beta_19': -2.5391506291692663, 'beta_20': 2.9897635330333294, 'beta_21': 0.11200563644253525, 'beta_22': 0.4192475592042113, 'beta_23': -0.9624953512316639, 'beta_24': -2.029387325558944, 'beta_25': 0.25989722921512964, 'beta_26': 1.9989088168441163, 'beta_27': -2.978316578915007, 'beta_28': -0.7710803362972212, 'beta_29': -2.4149929424513132, 'beta_30': -0.48319335734763447, 'beta_31': -1.7356193137726998, 'beta_32': 3.126057887541014, 'beta_33': -2.1712719306754007, 'beta_34': 1.8676022086879334, 'beta_35': -2.3979177392431104, 'beta_36': 1.2477793950762655, 'beta_37': -0.46173712319436855, 'beta_38': -2.8112994733797754, 'beta_39': -2.871038039978613, 'beta_40': -0.34175569972761644}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-07 08:18:16,447] Trial 137 finished with value: -32.213625 and parameters: {'optimizer': 'COBYLA', 'reps': 45, 'gamma_0': -1.5692191380464597, 'gamma_1': -1.5482559127280435, 'gamma_2': -0.3419216260832567, 'gamma_3': 0.8002718464551509, 'gamma_4': -0.16208203724517425, 'gamma_5': 2.9531311319511215, 'gamma_6': 0.8253300649658739, 'gamma_7': 1.2613691781978187, 'gamma_8': -2.326707069316147, 'gamma_9': -1.1750716058254662, 'gamma_10': -1.763339519812304, 'gamma_11': -1.167744287278227, 'gamma_12': -0.11817288736235432, 'gamma_13': -0.21828151866344725, 'gamma_14': 2.509243494890928, 'gamma_15': -0.30770306656807767, 'gamma_16': -0.9681383956377905, 'gamma_17': -2.39783039216715, 'gamma_18': 1.082026976788133, 'gamma_19': 2.05730050893935, 'gamma_20': -0.9861143832085852, 'gamma_21': 0.08002956393910565, 'gamma_22': -1.5185527549542184, 'gamma_23': 0.11533912446672462, 'gamma_24': 1.6358927265691408, 'gamma_25': 0.6856685443827305, 'gamma_26': 1.8449869093554918, 'gamma_27': -2.9666201262808665, 'gamma_28': 0.8624471037628758, 'gamma_29': -3.126342797399403, 'gamma_30': 1.3394319373187782, 'gamma_31': -2.925138735795565, 'gamma_32': 2.2415269020027813, 'gamma_33': 3.1306110596130807, 'gamma_34': -2.0832170677910877, 'gamma_35': 1.1362082548192207, 'gamma_36': -0.9450391100012642, 'gamma_37': 0.5141221640130186, 'gamma_38': 0.05839925153290171, 'gamma_39': 1.5233674024585404, 'gamma_40': 2.7942171263610733, 'gamma_41': -2.1004437402144873, 'gamma_42': -1.8287965625203222, 'gamma_43': 2.5817997830120785, 'gamma_44': -1.3783108357786351, 'beta_0': 0.04734969958392497, 'beta_1': 0.7507905119718299, 'beta_2': -0.9182022517121888, 'beta_3': -0.3128560813365344, 'beta_4': -1.5785926316387533, 'beta_5': 2.381689084118282, 'beta_6': 0.22289356984991784, 'beta_7': -0.7537053301798169, 'beta_8': 1.498668486157974, 'beta_9': 0.6778323053831028, 'beta_10': -0.830190304801653, 'beta_11': -2.0254187614393997, 'beta_12': 0.7943095769238214, 'beta_13': 0.8156586457811997, 'beta_14': 0.7373167722979195, 'beta_15': 1.8126077507808303, 'beta_16': 1.984967737178327, 'beta_17': 1.8609354254555206, 'beta_18': 0.10036494577977545, 'beta_19': -1.7503482719610375, 'beta_20': 2.7237621729606727, 'beta_21': 0.49946540368124276, 'beta_22': 1.4661574765298389, 'beta_23': 2.0989725426831556, 'beta_24': -1.7044652668526235, 'beta_25': 1.254582198208215, 'beta_26': 2.3102557799340397, 'beta_27': 0.16155226541207202, 'beta_28': -0.2118257440023424, 'beta_29': -2.9671623933095024, 'beta_30': -1.1938289023218904, 'beta_31': 1.5728830665598559, 'beta_32': -2.37652553633331, 'beta_33': 0.3638606046862325, 'beta_34': -0.028392085116245525, 'beta_35': -0.8347749535195418, 'beta_36': 1.6855201886629105, 'beta_37': -2.364898736211319, 'beta_38': -0.5492062866267624, 'beta_39': -0.8943390161659486, 'beta_40': -1.1387042321173804, 'beta_41': -1.6148062839377548, 'beta_42': -2.2549357291640164, 'beta_43': -2.2089700305897386, 'beta_44': -2.509064841237237}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-07 08:39:41,015] Trial 138 finished with value: -31.093374999999998 and parameters: {'optimizer': 'COBYLA', 'reps': 48, 'gamma_0': -1.9965841607118842, 'gamma_1': -1.6014709226719317, 'gamma_2': 0.48592386624443873, 'gamma_3': 0.6908109963233091, 'gamma_4': -0.12092639353273382, 'gamma_5': 2.9569663432351776, 'gamma_6': 0.8905838113286538, 'gamma_7': 1.2623532538592674, 'gamma_8': -1.9927156318550585, 'gamma_9': -1.5985815702451098, 'gamma_10': -1.8512380089945892, 'gamma_11': -1.5131157435602525, 'gamma_12': 0.03563792130508442, 'gamma_13': 0.11266135328685761, 'gamma_14': -1.149438359163258, 'gamma_15': -0.7719613358547439, 'gamma_16': -0.9564943346452056, 'gamma_17': -2.3549632233037756, 'gamma_18': 1.0387147643423194, 'gamma_19': 2.090252422342726, 'gamma_20': -0.956280399698507, 'gamma_21': 0.28134078660914663, 'gamma_22': -1.556549087240027, 'gamma_23': -0.5198432373185609, 'gamma_24': 1.5775856813692481, 'gamma_25': 0.7148248053514509, 'gamma_26': 1.7934567988242713, 'gamma_27': 0.4163454946149181, 'gamma_28': 2.868929304860889, 'gamma_29': -2.9949206072899903, 'gamma_30': 2.870117242937183, 'gamma_31': -2.7700037277640313, 'gamma_32': 2.675460500135279, 'gamma_33': 3.042696773034539, 'gamma_34': -2.1377880232146165, 'gamma_35': 1.150396330102026, 'gamma_36': -0.9066460739684087, 'gamma_37': 0.90867163760023, 'gamma_38': 0.026080629775532965, 'gamma_39': 1.5485030005873828, 'gamma_40': 2.781268480858214, 'gamma_41': -2.2494186843018853, 'gamma_42': -0.7746000965876332, 'gamma_43': 2.5793562575557942, 'gamma_44': -1.4017973781698827, 'gamma_45': -0.41919634771421754, 'gamma_46': -1.7990113048224061, 'gamma_47': 0.6171287871273847, 'beta_0': 0.07043157798080152, 'beta_1': 0.7973015238859014, 'beta_2': -0.8885677298030374, 'beta_3': -0.3091838029620424, 'beta_4': -1.6067563133393332, 'beta_5': 2.17588378788005, 'beta_6': 0.20941308221065041, 'beta_7': -0.7286209968230619, 'beta_8': 1.3369047376762802, 'beta_9': 0.6507358792939156, 'beta_10': -1.4222444979407676, 'beta_11': -2.0095882574854036, 'beta_12': 1.5163562936724502, 'beta_13': 0.787165357357084, 'beta_14': -1.5872930998671861, 'beta_15': 2.154264787480196, 'beta_16': 2.38443481684191, 'beta_17': 1.9536891330608555, 'beta_18': 0.700400547693441, 'beta_19': -0.9983530225313794, 'beta_20': 2.2107091600785154, 'beta_21': 0.4444355933228778, 'beta_22': 2.18744690846497, 'beta_23': 2.520359583894872, 'beta_24': -1.679338348242931, 'beta_25': 1.7020339006157292, 'beta_26': 2.1856406769884904, 'beta_27': 0.16294947334956558, 'beta_28': -0.14212055624377332, 'beta_29': -3.0909897279665204, 'beta_30': -0.27085294445804353, 'beta_31': 1.6071351553525008, 'beta_32': -2.4903152324439306, 'beta_33': 0.25205045118715286, 'beta_34': -0.8312748449006385, 'beta_35': -0.38259651229645586, 'beta_36': 0.7308499913410336, 'beta_37': -2.818556958685078, 'beta_38': -0.13161076855429354, 'beta_39': -0.9709305749126758, 'beta_40': -2.2227051706245806, 'beta_41': -1.6159358133591781, 'beta_42': -0.770000781265676, 'beta_43': -2.200699225098872, 'beta_44': -2.5508087050827575, 'beta_45': -0.8215028363395168, 'beta_46': 1.5019172647471781, 'beta_47': -2.9598352746145213}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-07 08:55:57,450] Trial 139 finished with value: -31.180625 and parameters: {'optimizer': 'COBYLA', 'reps': 36, 'gamma_0': -1.5577936690591399, 'gamma_1': 1.5583933479035748, 'gamma_2': -1.8161746994729677, 'gamma_3': 1.0072544215198662, 'gamma_4': 0.18800074651537382, 'gamma_5': 2.845944830988216, 'gamma_6': 0.6737846214989365, 'gamma_7': 1.4524581552878675, 'gamma_8': -2.3177167537882695, 'gamma_9': -0.7889971416495016, 'gamma_10': -1.6903785157153408, 'gamma_11': -1.2650543210327665, 'gamma_12': -0.08162571504802418, 'gamma_13': -0.42950079877057346, 'gamma_14': -1.9360666563800684, 'gamma_15': 0.38078174964894007, 'gamma_16': -1.7779541704817723, 'gamma_17': -3.0259654782072536, 'gamma_18': -0.04315398813799626, 'gamma_19': 1.8039376873115134, 'gamma_20': -0.6313667248299817, 'gamma_21': 0.1478935136632668, 'gamma_22': -1.0506264865356192, 'gamma_23': 0.14574282842655903, 'gamma_24': 1.3656918729223357, 'gamma_25': 1.0282484592850416, 'gamma_26': 2.0502924386897172, 'gamma_27': -3.0377322746655526, 'gamma_28': 1.2817037582040793, 'gamma_29': -3.1343770759061593, 'gamma_30': 1.2798410071748552, 'gamma_31': -3.097282760571428, 'gamma_32': 1.1861389085740734, 'gamma_33': 1.6655969083211897, 'gamma_34': -2.3755958201284564, 'gamma_35': 1.2930863693993873, 'beta_0': -2.116326745296539, 'beta_1': -0.10116303642542769, 'beta_2': -1.1284217018171905, 'beta_3': -0.2024018799529822, 'beta_4': -1.4852876061392948, 'beta_5': 2.428257248084999, 'beta_6': -0.1866229554764115, 'beta_7': -0.8668128225898575, 'beta_8': 1.44757676015492, 'beta_9': 0.4861161990766424, 'beta_10': -0.9469586625555957, 'beta_11': 2.021056773849557, 'beta_12': -1.4002330932715252, 'beta_13': 1.027244880561712, 'beta_14': 0.0910959151848969, 'beta_15': 1.6532671462456778, 'beta_16': 1.977589919511258, 'beta_17': 2.2373585221711956, 'beta_18': 0.23000155286320112, 'beta_19': -1.7653481855297004, 'beta_20': 1.978356155660483, 'beta_21': 0.7404448312003473, 'beta_22': 1.4382962531084782, 'beta_23': 2.1081454366914327, 'beta_24': -1.4918389531656477, 'beta_25': 0.9917943131778062, 'beta_26': 0.386509838243453, 'beta_27': 0.15241539563630133, 'beta_28': -0.5515066319527844, 'beta_29': -3.001608589641008, 'beta_30': 0.011052819235319672, 'beta_31': 2.82300804084596, 'beta_32': -2.2938823041639163, 'beta_33': 0.47125344205221065, 'beta_34': 3.0713406174872366, 'beta_35': -0.17112054998972903}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-07 09:15:57,219] Trial 140 finished with value: -32.0085 and parameters: {'optimizer': 'COBYLA', 'reps': 45, 'gamma_0': -1.7083269620580612, 'gamma_1': -1.1179425098972486, 'gamma_2': -0.905219399932518, 'gamma_3': 2.0053581264153575, 'gamma_4': -0.3144182029552148, 'gamma_5': 2.6179068887035744, 'gamma_6': 1.1157136899279212, 'gamma_7': 1.0128043753302394, 'gamma_8': -2.685660375867586, 'gamma_9': -1.1459166001059828, 'gamma_10': -2.030952648630356, 'gamma_11': -1.0531872307778198, 'gamma_12': -0.33358030270931005, 'gamma_13': -0.24356581542475006, 'gamma_14': 2.4964900861267165, 'gamma_15': -0.42800189273203726, 'gamma_16': 0.10203321426912026, 'gamma_17': -2.656725027345856, 'gamma_18': 0.43183086563147477, 'gamma_19': 2.013778656675875, 'gamma_20': -0.45704530413816835, 'gamma_21': -0.015580595098811406, 'gamma_22': -1.7804792455520584, 'gamma_23': -1.3262822559934897, 'gamma_24': 1.1135618622927224, 'gamma_25': 1.2437029865085465, 'gamma_26': -0.5305500173860528, 'gamma_27': 2.223126346879738, 'gamma_28': 0.8838432760646515, 'gamma_29': -2.8297628988267993, 'gamma_30': 0.28003014350537847, 'gamma_31': -2.902653906873412, 'gamma_32': 1.6364953995528433, 'gamma_33': 2.957273000423995, 'gamma_34': -2.8854938919682107, 'gamma_35': 1.563244361817659, 'gamma_36': 0.47907171172791196, 'gamma_37': -1.4662080965765796, 'gamma_38': -0.908558266880711, 'gamma_39': 1.2386106903765595, 'gamma_40': 2.3907044341901904, 'gamma_41': -2.169138573000132, 'gamma_42': -2.988419173038701, 'gamma_43': 2.2627822191119766, 'gamma_44': -2.094670742245789, 'beta_0': 0.36114527448291306, 'beta_1': 0.43427406024563425, 'beta_2': -0.6836006031425615, 'beta_3': -2.4721835930850706, 'beta_4': 0.41907896762019237, 'beta_5': 2.293934163547557, 'beta_6': -0.5178073054954815, 'beta_7': -1.222401785116207, 'beta_8': 1.5311295290307156, 'beta_9': -1.6667350172605209, 'beta_10': 0.6823510592977446, 'beta_11': 1.4944489303536206, 'beta_12': 1.8330484983873128, 'beta_13': 1.3215053316041332, 'beta_14': 0.7247943807444632, 'beta_15': 1.8065695867306026, 'beta_16': 2.270834973219097, 'beta_17': 0.35038584165050446, 'beta_18': 0.06024958039999179, 'beta_19': -1.4249115645090518, 'beta_20': 2.7036761623220227, 'beta_21': 0.6584391495647579, 'beta_22': 1.986907064720978, 'beta_23': 1.931995555156661, 'beta_24': -1.2380856632717943, 'beta_25': 1.091558150614134, 'beta_26': 1.8097971503874248, 'beta_27': 1.0016970386954918, 'beta_28': -0.3527308454674888, 'beta_29': -2.8572726533488737, 'beta_30': -1.2222443649056656, 'beta_31': 1.528311188778479, 'beta_32': -2.6046102874743844, 'beta_33': -0.13773856762583625, 'beta_34': -1.4660966354755978, 'beta_35': 0.35502668972689977, 'beta_36': 2.3074836291734577, 'beta_37': 0.8255069746648696, 'beta_38': -0.5208685839014882, 'beta_39': -0.7917397914118284, 'beta_40': -1.6000606528798476, 'beta_41': -1.9746564143154388, 'beta_42': -2.3685342214845475, 'beta_43': -1.4528893558717124, 'beta_44': -1.5477489078271898}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-07 09:35:21,164] Trial 141 finished with value: -31.559250000000006 and parameters: {'optimizer': 'COBYLA', 'reps': 43, 'gamma_0': -2.5435879262980428, 'gamma_1': -1.349868632087962, 'gamma_2': -0.3473718799640369, 'gamma_3': 0.7877811085157175, 'gamma_4': -0.2110205762120918, 'gamma_5': 2.8155231487340227, 'gamma_6': 2.0019216524309584, 'gamma_7': 1.9052632146909267, 'gamma_8': -2.5040891557645804, 'gamma_9': 0.31173270806264397, 'gamma_10': -0.17174494441537713, 'gamma_11': -1.2188273024708691, 'gamma_12': -2.8841779753242043, 'gamma_13': -2.3685858321811493, 'gamma_14': 2.291919426313221, 'gamma_15': 0.6382726314163378, 'gamma_16': -0.7969535579335323, 'gamma_17': -2.5364812407315935, 'gamma_18': 1.1592669012471235, 'gamma_19': 2.220221005042687, 'gamma_20': 2.45378636587064, 'gamma_21': 3.1400280574379646, 'gamma_22': -1.2994223375041871, 'gamma_23': 0.32621626541114224, 'gamma_24': 1.675898424942272, 'gamma_25': -0.07576015637381905, 'gamma_26': 1.7300660871571374, 'gamma_27': -2.230513591548539, 'gamma_28': 0.48762201375472847, 'gamma_29': 0.48283039525836013, 'gamma_30': 1.4681833501806731, 'gamma_31': 0.4361572381741164, 'gamma_32': 2.301393703412048, 'gamma_33': 2.4886420178006765, 'gamma_34': -1.43032865602295, 'gamma_35': -0.8429925297099352, 'gamma_36': -1.27976707644311, 'gamma_37': 0.5013528457591169, 'gamma_38': 0.2141911966168864, 'gamma_39': 1.869208332962561, 'gamma_40': 2.9855694108782327, 'gamma_41': 0.04833147782681502, 'gamma_42': -1.8525701291397436, 'beta_0': 1.2366612363199585, 'beta_1': 0.9493254191546721, 'beta_2': -0.9526126625116815, 'beta_3': -0.02973802390733865, 'beta_4': -1.7855273126603497, 'beta_5': 2.7007762709218848, 'beta_6': 0.5237872489223215, 'beta_7': -1.5054031343744794, 'beta_8': 1.7698712921593542, 'beta_9': 1.1349818360890251, 'beta_10': -0.82680400084331, 'beta_11': -2.5003745308519383, 'beta_12': 0.7635135858414128, 'beta_13': 0.46663986252429135, 'beta_14': 1.0696860873707394, 'beta_15': -0.9557384952471486, 'beta_16': 2.063013765251757, 'beta_17': 1.3084477469229099, 'beta_18': 0.33801867307060607, 'beta_19': 0.28003945367462135, 'beta_20': 2.8527792655332296, 'beta_21': -1.9737535245543731, 'beta_22': -0.9260278671371701, 'beta_23': 2.088889764377567, 'beta_24': -1.7815227064223995, 'beta_25': 1.5229681600824687, 'beta_26': 1.6597122707521725, 'beta_27': 0.4924421857174328, 'beta_28': 0.20869664933161625, 'beta_29': -2.592833874057423, 'beta_30': 2.7170833746654868, 'beta_31': 1.1478789652910424, 'beta_32': -1.578940605643203, 'beta_33': 0.2133447629544261, 'beta_34': -0.10914219206842084, 'beta_35': 1.1263230689951458, 'beta_36': 1.6234005131792502, 'beta_37': -2.210593364631031, 'beta_38': -0.811700543567214, 'beta_39': -0.3445068198153297, 'beta_40': -1.063960249209986, 'beta_41': -1.275210052432498, 'beta_42': -2.316976274170551}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-07 09:53:23,909] Trial 142 finished with value: -31.423499999999997 and parameters: {'optimizer': 'COBYLA', 'reps': 40, 'gamma_0': -2.171298140939375, 'gamma_1': -0.9402227865489827, 'gamma_2': -0.16204680244734632, 'gamma_3': 0.560417519528795, 'gamma_4': 0.027086833440006258, 'gamma_5': -0.4453030482478085, 'gamma_6': 1.3222349952396435, 'gamma_7': 1.5146135368001814, 'gamma_8': -2.2267107569568667, 'gamma_9': 1.031921780778119, 'gamma_10': -1.748481681236485, 'gamma_11': 1.915432001069265, 'gamma_12': -0.1780425181751194, 'gamma_13': -2.72699374901728, 'gamma_14': 2.6300069896877427, 'gamma_15': -3.13817492420682, 'gamma_16': -0.6339473679694335, 'gamma_17': -2.3256172760502465, 'gamma_18': 0.589733420478385, 'gamma_19': 2.5190633992616864, 'gamma_20': -0.7803241349960959, 'gamma_21': -0.2766941605396597, 'gamma_22': -1.5060343275986676, 'gamma_23': 0.5828142902944012, 'gamma_24': 2.040783105720338, 'gamma_25': 2.5789119642825016, 'gamma_26': -3.113298589017754, 'gamma_27': -2.5512342727363384, 'gamma_28': -2.287670874431793, 'gamma_29': -2.634757542617836, 'gamma_30': 1.6236787807102087, 'gamma_31': -1.694085019732952, 'gamma_32': -2.8900708781133417, 'gamma_33': 2.1749681259301084, 'gamma_34': -1.6346386807579656, 'gamma_35': -0.09149586057830346, 'gamma_36': -1.5435672514519982, 'gamma_37': 0.20788016953920613, 'gamma_38': 0.4880131832844248, 'gamma_39': 0.9132751201421033, 'beta_0': 0.7323850212388909, 'beta_1': 1.4844095556342647, 'beta_2': 0.33859939958038265, 'beta_3': 0.6021498132013842, 'beta_4': -1.9607755448317727, 'beta_5': 2.5609454506103266, 'beta_6': 0.3247977371714949, 'beta_7': -1.3595294741883184, 'beta_8': -0.7144387453529104, 'beta_9': 0.4815076064117536, 'beta_10': -1.0913919408365498, 'beta_11': -2.347804594482277, 'beta_12': 1.1167335878322129, 'beta_13': 1.133506030125167, 'beta_14': 0.8084920976390457, 'beta_15': 2.6613489346418433, 'beta_16': 1.7908716085894651, 'beta_17': 1.8122048158345685, 'beta_18': -0.06574108992484584, 'beta_19': -2.000304193590375, 'beta_20': 2.543063774052082, 'beta_21': 0.27535479141755403, 'beta_22': 1.039078304851261, 'beta_23': 2.295100033479939, 'beta_24': -1.4251677476712281, 'beta_25': -0.3191027749754253, 'beta_26': 2.3343444198451087, 'beta_27': 0.32457132809627165, 'beta_28': -1.3469677215772142, 'beta_29': -2.19179932262046, 'beta_30': -1.0711392924992873, 'beta_31': 1.798019524957585, 'beta_32': -1.409021528476359, 'beta_33': -1.3554067237413325, 'beta_34': 0.6500420614139009, 'beta_35': -1.916715395243194, 'beta_36': 1.7204906159646007, 'beta_37': -2.0080137088786403, 'beta_38': -1.1062020483219055, 'beta_39': -1.4043558772586386}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-07 10:13:59,803] Trial 143 finished with value: -31.520375 and parameters: {'optimizer': 'COBYLA', 'reps': 46, 'gamma_0': -2.3690439306180355, 'gamma_1': -1.784305736539321, 'gamma_2': -0.4996418624873982, 'gamma_3': 0.44406805631810303, 'gamma_4': -0.9038353008010408, 'gamma_5': 2.234387136553468, 'gamma_6': 1.0236081298628976, 'gamma_7': 1.3023442521096538, 'gamma_8': -0.7318724995017056, 'gamma_9': -0.9027106869796468, 'gamma_10': 0.04171998960675882, 'gamma_11': -0.13563074187663832, 'gamma_12': -0.5700899228871983, 'gamma_13': 0.42840270320015084, 'gamma_14': 2.8385237264142567, 'gamma_15': -1.0767117998962075, 'gamma_16': -0.9074999014120573, 'gamma_17': 0.07718963316480298, 'gamma_18': -0.3463686435999441, 'gamma_19': 2.803427508027198, 'gamma_20': -1.442550449813075, 'gamma_21': 0.7686783065744114, 'gamma_22': -1.6623319423299663, 'gamma_23': -0.0038530629968121233, 'gamma_24': 1.7719312269669576, 'gamma_25': 0.45045136138944974, 'gamma_26': -0.2287027675997998, 'gamma_27': 2.473746686362697, 'gamma_28': -0.8692434557965922, 'gamma_29': -2.3728117424199175, 'gamma_30': -0.2494434873640611, 'gamma_31': -2.017096498936295, 'gamma_32': -0.26456744765851714, 'gamma_33': 2.650681666863905, 'gamma_34': -1.2614806557177205, 'gamma_35': 0.09613766768643717, 'gamma_36': -0.6930316241946791, 'gamma_37': 0.6839165115476117, 'gamma_38': -0.3677334343655729, 'gamma_39': 1.6153111963317444, 'gamma_40': 1.4536367959939311, 'gamma_41': -1.7937728919506661, 'gamma_42': -1.790785504287124, 'gamma_43': -0.5594317997762188, 'gamma_44': -0.6757018909431275, 'gamma_45': 1.0742268263183987, 'beta_0': -0.1086663426025624, 'beta_1': 1.1993234802920691, 'beta_2': -1.51386786782937, 'beta_3': 0.1916119242825506, 'beta_4': -1.1652845550225124, 'beta_5': 2.8832790050353925, 'beta_6': 0.1526419147997098, 'beta_7': -0.3876851692614154, 'beta_8': -0.49391317012565394, 'beta_9': 1.2800648490553357, 'beta_10': -2.1635928132839375, 'beta_11': -2.2300127265596625, 'beta_12': 0.2214021483194533, 'beta_13': 0.8470000375302144, 'beta_14': 0.5849098167591218, 'beta_15': 1.1968128500833728, 'beta_16': -2.9400405994136656, 'beta_17': 2.4589559975981885, 'beta_18': -0.21301695749643612, 'beta_19': -1.646859951406041, 'beta_20': 3.038208207666785, 'beta_21': 1.1338143157156213, 'beta_22': 0.6787717908234318, 'beta_23': 1.822610936776786, 'beta_24': -1.340204379441119, 'beta_25': 1.4027908341754463, 'beta_26': 1.4855167302023045, 'beta_27': -2.5710862431232164, 'beta_28': 2.099498724416696, 'beta_29': -2.7476560452399292, 'beta_30': 0.39655299876883365, 'beta_31': 0.9835284250901026, 'beta_32': 1.2100028465541446, 'beta_33': -1.7924626515467819, 'beta_34': -0.4150673196452209, 'beta_35': -0.903071775956086, 'beta_36': 1.4841117380531532, 'beta_37': -2.4226786206512827, 'beta_38': 0.1661768157063177, 'beta_39': -1.8083698450693444, 'beta_40': -1.3266428474800465, 'beta_41': -1.6349518027872303, 'beta_42': -2.7549884168813077, 'beta_43': -2.71222317303329, 'beta_44': -0.6270670062475009, 'beta_45': -2.2864209650189093}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-07 10:33:30,416] Trial 144 finished with value: -30.990374999999993 and parameters: {'optimizer': 'COBYLA', 'reps': 44, 'gamma_0': -2.819311389778557, 'gamma_1': -1.533521005735111, 'gamma_2': -0.028746194458851737, 'gamma_3': 0.8478060798667831, 'gamma_4': -0.6861202889401367, 'gamma_5': 2.4543827144333656, 'gamma_6': 0.8125233090981581, 'gamma_7': 1.6975852163727991, 'gamma_8': -2.3881114848309775, 'gamma_9': -2.346296436992821, 'gamma_10': 0.3530620682232003, 'gamma_11': 0.38478759618947667, 'gamma_12': -0.9604531461254407, 'gamma_13': -0.12789214288955944, 'gamma_14': 2.9885156910891606, 'gamma_15': -0.0911741991629016, 'gamma_16': -0.3186159268938476, 'gamma_17': -1.7083822293730058, 'gamma_18': 1.2573565600639014, 'gamma_19': 2.4206346155672054, 'gamma_20': 2.7360441843990237, 'gamma_21': 0.996833551074259, 'gamma_22': -1.3447955083636225, 'gamma_23': 1.0327886247283309, 'gamma_24': 2.237430929478147, 'gamma_25': 2.1754594724700214, 'gamma_26': 0.9963140214174231, 'gamma_27': 0.1706325536078765, 'gamma_28': -1.5952667321387881, 'gamma_29': -1.9825878306992752, 'gamma_30': 0.8961790415655426, 'gamma_31': 1.0869513884707436, 'gamma_32': -2.141872027274464, 'gamma_33': 1.9352069370942004, 'gamma_34': 1.6755589481603033, 'gamma_35': 0.45289745481100907, 'gamma_36': -0.255881245739325, 'gamma_37': 1.1096415103648616, 'gamma_38': 1.0729572992202514, 'gamma_39': 0.24384924737148617, 'gamma_40': 1.9855378637974204, 'gamma_41': -0.3774926871890596, 'gamma_42': -1.275067465136761, 'gamma_43': 3.105054641788953, 'beta_0': 0.503000588031249, 'beta_1': 1.620849866373905, 'beta_2': -1.0824516845009535, 'beta_3': 0.3597318414166883, 'beta_4': -1.6986161287649628, 'beta_5': 2.111749983551399, 'beta_6': 0.012184266290716408, 'beta_7': -1.7118964357752722, 'beta_8': 0.17051707309419917, 'beta_9': 0.8172754155847564, 'beta_10': -0.5292284175445282, 'beta_11': -2.067330943820605, 'beta_12': 0.39066570511780047, 'beta_13': -0.20959158750938034, 'beta_14': 0.3968886587464702, 'beta_15': -0.5105547795419729, 'beta_16': 1.4700813101076073, 'beta_17': 1.66026020845402, 'beta_18': 2.8357791058518185, 'beta_19': -1.2243156534284283, 'beta_20': 2.922989103233272, 'beta_21': 1.7272731043771412, 'beta_22': 0.5328483539040687, 'beta_23': 2.589211316260647, 'beta_24': -1.1204458851359906, 'beta_25': -0.0954867136975, 'beta_26': 1.0974654133190211, 'beta_27': -2.4335776647826552, 'beta_28': -1.670826181479697, 'beta_29': -2.2807191217694562, 'beta_30': -0.7598904910052704, 'beta_31': 0.8054865968633733, 'beta_32': -1.0605105520789948, 'beta_33': -2.4783949350323593, 'beta_34': 0.012121428710842153, 'beta_35': -2.6696567828903652, 'beta_36': 1.9253145331730885, 'beta_37': -1.7258765421813622, 'beta_38': -1.5781248038059539, 'beta_39': -2.021691622433237, 'beta_40': -0.684221190375193, 'beta_41': -0.6253872854084177, 'beta_42': 0.08458955131714696, 'beta_43': -2.085391081428699}. Best is trial 64 with value: -32.535124999999994.
[I 2021-08-07 10:53:23,337] Trial 145 finished with value: -32.770875000000004 and parameters: {'optimizer': 'COBYLA', 'reps': 45, 'gamma_0': -3.016323982666134, 'gamma_1': -1.9990746819743368, 'gamma_2': 0.11075839651319472, 'gamma_3': 0.2999816191524166, 'gamma_4': -0.5130220710255755, 'gamma_5': -0.050528745999449065, 'gamma_6': -1.281935887500267, 'gamma_7': 0.5930343276077158, 'gamma_8': -2.923879092609928, 'gamma_9': 0.8886185193174362, 'gamma_10': -0.33012172527708944, 'gamma_11': 0.07623515278385048, 'gamma_12': -2.4261427271387763, 'gamma_13': -1.3175435026057167, 'gamma_14': 2.1865206405837982, 'gamma_15': -0.32951474945121517, 'gamma_16': -0.5217493724106769, 'gamma_17': -2.2027612495327182, 'gamma_18': 0.7539467186040468, 'gamma_19': 2.158223440578916, 'gamma_20': 0.03194342066711564, 'gamma_21': 1.6173790653771836, 'gamma_22': -1.9705941767303656, 'gamma_23': 0.7277387629863721, 'gamma_24': 2.761733827432095, 'gamma_25': 0.6771013764025737, 'gamma_26': 2.3801608866591826, 'gamma_27': 2.088742785054443, 'gamma_28': -1.2006207696092424, 'gamma_29': -2.5251381017605414, 'gamma_30': 1.7571490299248047, 'gamma_31': -1.1736108177253368, 'gamma_32': -1.6075424050515237, 'gamma_33': 2.3633448364207332, 'gamma_34': -1.8794065580521537, 'gamma_35': -0.2631687580821924, 'gamma_36': -2.2438279175792752, 'gamma_37': -1.7292269886696099, 'gamma_38': 0.8019774958703361, 'gamma_39': 2.6305298135196447, 'gamma_40': 1.055123194385145, 'gamma_41': 0.6530658919396781, 'gamma_42': -2.5968703759051794, 'gamma_43': 1.8319951670685475, 'gamma_44': 0.035463308313430496, 'beta_0': -2.5305755679005255, 'beta_1': 0.6260249139454506, 'beta_2': -0.8374909180672103, 'beta_3': -0.40257078495872106, 'beta_4': -2.1421191608908696, 'beta_5': 3.136294266860139, 'beta_6': -0.34951981551348554, 'beta_7': -2.1344378488088847, 'beta_8': 1.3221020462168651, 'beta_9': -2.3345808063533044, 'beta_10': -0.7659686354999863, 'beta_11': 1.659933222466555, 'beta_12': 0.05559263891234867, 'beta_13': 0.6301798778344764, 'beta_14': 0.9450359896204601, 'beta_15': -0.1853236332172014, 'beta_16': 1.5840773657106466, 'beta_17': 2.264910081680473, 'beta_18': 3.138400054209295, 'beta_19': -1.7342863244936249, 'beta_20': 2.400300717900391, 'beta_21': -1.490615167995359, 'beta_22': 0.8083168804590319, 'beta_23': 0.10740914053583617, 'beta_24': -3.1413991058096085, 'beta_25': 1.1959574189637527, 'beta_26': 2.0417890790497673, 'beta_27': -0.10157594107814516, 'beta_28': -1.9382022276847832, 'beta_29': -1.315647006214258, 'beta_30': -1.8482806414623594, 'beta_31': 2.621998593279245, 'beta_32': -1.992571161472532, 'beta_33': -1.5143049009715237, 'beta_34': 1.2399183815359682, 'beta_35': -2.082522663516224, 'beta_36': 0.9593267612540273, 'beta_37': -1.4565413213845764, 'beta_38': -0.6038637774037054, 'beta_39': -1.4565918462211869, 'beta_40': 0.1644412640221815, 'beta_41': -0.9913555705434269, 'beta_42': -1.7287431095682289, 'beta_43': -0.6979234813919812, 'beta_44': -3.008620720900055}. Best is trial 145 with value: -32.770875000000004.
[I 2021-08-07 11:13:23,776] Trial 146 finished with value: -31.374750000000002 and parameters: {'optimizer': 'COBYLA', 'reps': 45, 'gamma_0': -3.1338828175612887, 'gamma_1': -1.9610677498141287, 'gamma_2': 0.16717460969772285, 'gamma_3': 0.3381068315376177, 'gamma_4': -0.4867560810498773, 'gamma_5': -0.09026255291608076, 'gamma_6': -1.2581044050197128, 'gamma_7': -0.00765086358061845, 'gamma_8': -2.85675628754582, 'gamma_9': -0.13749281259417012, 'gamma_10': -0.507940337667053, 'gamma_11': -1.1715420826327754, 'gamma_12': -2.7109211704260083, 'gamma_13': -1.1460497796046192, 'gamma_14': 1.4110815503132523, 'gamma_15': 0.12515027419323863, 'gamma_16': -0.17447229594239533, 'gamma_17': -2.5226275438047456, 'gamma_18': 0.762127115354472, 'gamma_19': 1.22230617225432, 'gamma_20': 0.2243182751479797, 'gamma_21': 1.7066608617224195, 'gamma_22': -2.196906090958462, 'gamma_23': -1.0968309017943072, 'gamma_24': 3.0209256766641293, 'gamma_25': 0.6316948699201032, 'gamma_26': 2.988384415348733, 'gamma_27': 2.1114452979639546, 'gamma_28': -1.434394994182028, 'gamma_29': -2.7094040244341744, 'gamma_30': 1.7196909717699866, 'gamma_31': -1.1201267805460722, 'gamma_32': -1.598315150727645, 'gamma_33': 3.116979242790589, 'gamma_34': -1.896794836057003, 'gamma_35': -0.6221975123359376, 'gamma_36': -2.296979247327876, 'gamma_37': -1.7626159404118, 'gamma_38': 1.3785163286898212, 'gamma_39': 2.8944209925212365, 'gamma_40': 1.1134847592742299, 'gamma_41': 0.558860677288243, 'gamma_42': -2.6426312396673564, 'gamma_43': 1.7262012126335202, 'gamma_44': 0.06454227203322156, 'beta_0': -2.5996264095781205, 'beta_1': 0.6764159574397178, 'beta_2': -0.7553716862880581, 'beta_3': -0.4667275862059853, 'beta_4': -2.400299761485656, 'beta_5': 1.9279692904320034, 'beta_6': -0.3086560192078803, 'beta_7': -2.5719198953546654, 'beta_8': 1.2950659873573676, 'beta_9': -2.3082826306638093, 'beta_10': -1.042392959716499, 'beta_11': 1.6807252284200764, 'beta_12': -0.18760674039304814, 'beta_13': 0.6728248431687439, 'beta_14': 1.2960227807033675, 'beta_15': -0.1642692118170016, 'beta_16': 1.5710778599240682, 'beta_17': 2.217573895160274, 'beta_18': -0.300374599502505, 'beta_19': -1.4987125272726125, 'beta_20': 2.301777798393014, 'beta_21': -1.102671052087785, 'beta_22': 1.786697799181656, 'beta_23': -0.5166980180090719, 'beta_24': -1.6666614088202585, 'beta_25': 1.2326841041975207, 'beta_26': 2.0189822838484504, 'beta_27': -1.0658206708152678, 'beta_28': -1.9609780100639769, 'beta_29': -1.3551393605617719, 'beta_30': -1.842275258625708, 'beta_31': 2.7034465408738346, 'beta_32': -2.2590402892047714, 'beta_33': 2.0278254113542196, 'beta_34': -2.0778443307317067, 'beta_35': -2.154095374965557, 'beta_36': 2.8857076326210875, 'beta_37': -1.3297692362288145, 'beta_38': -0.5260993572290613, 'beta_39': -1.0458297823482496, 'beta_40': 0.3612209901751722, 'beta_41': -1.7059754081004364, 'beta_42': -1.7081617967772769, 'beta_43': -1.4805254090310833, 'beta_44': -3.0311320327299227}. Best is trial 145 with value: -32.770875000000004.
[I 2021-08-07 11:34:16,597] Trial 147 finished with value: -31.840625 and parameters: {'optimizer': 'COBYLA', 'reps': 47, 'gamma_0': -2.981374214974219, 'gamma_1': -1.706167807739842, 'gamma_2': 0.33731957645878785, 'gamma_3': 0.227809963233626, 'gamma_4': -0.04764934937761471, 'gamma_5': 0.19827102724803114, 'gamma_6': -0.8193500481613945, 'gamma_7': 0.6763128406173946, 'gamma_8': -3.10528619582186, 'gamma_9': 1.3272234426836047, 'gamma_10': -0.32501489386493204, 'gamma_11': -1.643740142175435, 'gamma_12': -2.308023854604869, 'gamma_13': -1.2915848139994515, 'gamma_14': 1.8200096570710889, 'gamma_15': -0.3953470489050033, 'gamma_16': -0.4482612643849594, 'gamma_17': -2.189546283116883, 'gamma_18': 0.2214146923645914, 'gamma_19': 2.1850329575386684, 'gamma_20': -0.00582900402792047, 'gamma_21': -0.08691078113877077, 'gamma_22': -1.9876687320908974, 'gamma_23': 1.2833059450972175, 'gamma_24': 2.7671298658147916, 'gamma_25': 0.08470613913478675, 'gamma_26': 0.2510874333525829, 'gamma_27': 1.7063865185918972, 'gamma_28': -1.1530016162653263, 'gamma_29': -2.549957968223921, 'gamma_30': 1.914293525215448, 'gamma_31': -2.5549923809249244, 'gamma_32': -1.0434790387588344, 'gamma_33': 2.7537997458669397, 'gamma_34': -2.6730518460959174, 'gamma_35': -0.22571276721174605, 'gamma_36': 1.2009281677576775, 'gamma_37': -2.236522969931574, 'gamma_38': -0.038096979610991136, 'gamma_39': 2.1050661709182497, 'gamma_40': 0.8346846786199205, 'gamma_41': -2.5002147067672387, 'gamma_42': -2.3974646259884875, 'gamma_43': 2.1104681496266293, 'gamma_44': -1.0671178056078143, 'gamma_45': 2.6499831236632385, 'gamma_46': 1.623698239809962, 'beta_0': -0.27747411216204654, 'beta_1': 0.475978725975431, 'beta_2': -0.3982540167011748, 'beta_3': -0.3753388782310703, 'beta_4': -2.156618898376405, 'beta_5': 3.1170519311660865, 'beta_6': -0.6448779666271035, 'beta_7': -2.1556466054065164, 'beta_8': 1.6392848595689293, 'beta_9': 2.548356559461242, 'beta_10': -0.3391853372705106, 'beta_11': 1.8973686978862125, 'beta_12': -0.6521132248768974, 'beta_13': 0.549255023186394, 'beta_14': 1.1119800244509246, 'beta_15': 0.1252900135096543, 'beta_16': 1.7463089505491223, 'beta_17': 1.9133859118078285, 'beta_18': 0.11306243163899676, 'beta_19': -1.7023677786906821, 'beta_20': 2.436778021600664, 'beta_21': -1.793380209778936, 'beta_22': 1.1736616812714873, 'beta_23': 0.5846856763033992, 'beta_24': -2.8504580168470737, 'beta_25': 0.6294622154581679, 'beta_26': 2.975256084660418, 'beta_27': 0.6286958621279566, 'beta_28': 0.6775222458533964, 'beta_29': -1.1899524894592304, 'beta_30': -1.6133143278648432, 'beta_31': 2.0697921414671065, 'beta_32': -1.9282190877559664, 'beta_33': -1.9581465806363587, 'beta_34': 1.4949952260639776, 'beta_35': -1.6766830409220523, 'beta_36': 1.0124415449860211, 'beta_37': -0.6999320704978071, 'beta_38': 2.8256273354832997, 'beta_39': -1.3973521990257587, 'beta_40': -0.042966088277178405, 'beta_41': -2.1175233488590246, 'beta_42': -1.2620220145557435, 'beta_43': -1.086526516613173, 'beta_44': -2.4474504960283174, 'beta_45': 2.4574495797498708, 'beta_46': -1.8932221459282046}. Best is trial 145 with value: -32.770875000000004.
[I 2021-08-07 11:51:07,063] Trial 148 finished with value: -31.073750000000004 and parameters: {'optimizer': 'COBYLA', 'reps': 37, 'gamma_0': -2.6886343821442162, 'gamma_1': -2.449521601761808, 'gamma_2': 0.0798034991342314, 'gamma_3': 0.11559413817083619, 'gamma_4': -0.27535892862214056, 'gamma_5': 0.07594614467825811, 'gamma_6': -0.9963412626410225, 'gamma_7': 0.5308403998632403, 'gamma_8': -2.6956188952745332, 'gamma_9': -1.1798751914854337, 'gamma_10': -0.7676221222799168, 'gamma_11': -0.014740996696296582, 'gamma_12': -2.430984648256653, 'gamma_13': -0.397481397862203, 'gamma_14': 2.0696119453310136, 'gamma_15': -0.3688717486897536, 'gamma_16': -2.313345931762681, 'gamma_17': -2.9166037328363132, 'gamma_18': 0.8448244313231351, 'gamma_19': 1.9027796983899308, 'gamma_20': -0.2544800317059434, 'gamma_21': -0.4086591127745049, 'gamma_22': -1.9063493414057306, 'gamma_23': 0.8421301867139959, 'gamma_24': 2.6222352802019064, 'gamma_25': 0.7694625973459074, 'gamma_26': 2.253973379532444, 'gamma_27': 2.2925616944735676, 'gamma_28': -1.3072667296642595, 'gamma_29': -2.9036092679010754, 'gamma_30': 2.047014706135395, 'gamma_31': -1.5106397925601234, 'gamma_32': 0.3108340587097036, 'gamma_33': 2.1174392901326424, 'gamma_34': -2.0315344499332815, 'gamma_35': -0.45862575257783955, 'gamma_36': -2.584944618475819, 'beta_0': -2.77563126261182, 'beta_1': 0.24350659474232067, 'beta_2': -1.2630380369556793, 'beta_3': -0.1115687631512624, 'beta_4': -2.670732441020559, 'beta_5': 2.3002021896412645, 'beta_6': -0.8730743988999504, 'beta_7': -1.0825166408857514, 'beta_8': 1.0005169085542263, 'beta_9': 0.24055315582159953, 'beta_10': -1.3309843219813595, 'beta_11': 1.31384432182577, 'beta_12': 1.357643728350888, 'beta_13': 1.554045479423724, 'beta_14': -0.8620672005489867, 'beta_15': 2.044430669248121, 'beta_16': 1.9357338133120017, 'beta_17': 2.6629385114812334, 'beta_18': -0.595823286861168, 'beta_19': -2.8921637044440143, 'beta_20': 2.6607015195583656, 'beta_21': 0.8751016920418937, 'beta_22': -2.783474567718402, 'beta_23': 2.437069848707988, 'beta_24': -3.1356689789842576, 'beta_25': 1.3382677631614819, 'beta_26': 2.2267448280301436, 'beta_27': -0.11711275357616158, 'beta_28': -1.816056599572128, 'beta_29': -0.8307245575075914, 'beta_30': -2.306331685442839, 'beta_31': 2.3617008223937273, 'beta_32': -1.6985616152953242, 'beta_33': 2.954889339668235, 'beta_34': -3.1390692143271424, 'beta_35': -2.0861526406519744, 'beta_36': 1.3148439206751819}. Best is trial 145 with value: -32.770875000000004.
[I 2021-08-07 12:05:45,028] Trial 149 finished with value: -30.952749999999998 and parameters: {'optimizer': 'COBYLA', 'reps': 32, 'gamma_0': -3.008168029360378, 'gamma_1': -0.2587815260659333, 'gamma_2': -0.43668495457718615, 'gamma_3': 1.11091638594719, 'gamma_4': 1.4312378531665906, 'gamma_5': -0.6404878020032979, 'gamma_6': -2.039036115349198, 'gamma_7': 0.20673653713512097, 'gamma_8': -2.9565031122285528, 'gamma_9': 0.65173174451081, 'gamma_10': -0.9809527451397135, 'gamma_11': 0.08671633945312074, 'gamma_12': -1.9551330770815347, 'gamma_13': -1.428122993652178, 'gamma_14': 2.210671252141617, 'gamma_15': -0.6246093293528084, 'gamma_16': -1.0766355721767227, 'gamma_17': -3.1324106997865697, 'gamma_18': 0.5743589606104416, 'gamma_19': 0.5162608542966307, 'gamma_20': -1.99522778848903, 'gamma_21': 0.5640289820516945, 'gamma_22': -0.6452444672750974, 'gamma_23': -0.6601530482686613, 'gamma_24': 2.7951266632684533, 'gamma_25': 0.9996814363190676, 'gamma_26': 2.7262105908625043, 'gamma_27': 1.9336330276430398, 'gamma_28': -1.8779201983269866, 'gamma_29': -3.122410551897307, 'gamma_30': -0.6038426468292997, 'gamma_31': -2.209285661086115, 'beta_0': 0.25796363395134236, 'beta_1': 0.7524257976821992, 'beta_2': -0.8526881560984374, 'beta_3': -3.122008533149683, 'beta_4': -1.344749433612438, 'beta_5': -0.9459588757198446, 'beta_6': -0.19839470063011422, 'beta_7': -1.976566191587685, 'beta_8': 1.218627530422719, 'beta_9': 2.2078911455134658, 'beta_10': -2.370291632010877, 'beta_11': 1.5777724128086836, 'beta_12': 0.07748176045006638, 'beta_13': 0.9685717908986944, 'beta_14': 0.9523480998407348, 'beta_15': 2.3895006568767374, 'beta_16': 1.3817257616671597, 'beta_17': 2.364272277792049, 'beta_18': -0.12340875469266738, 'beta_19': -0.4226037732613435, 'beta_20': 2.7806178224833573, 'beta_21': -0.08004144762423904, 'beta_22': -0.6493390012165295, 'beta_23': -2.2278681562166307, 'beta_24': -2.013419236620174, 'beta_25': 1.639217683374833, 'beta_26': 2.4383562053333803, 'beta_27': -0.44455832915083343, 'beta_28': -0.16031821680839967, 'beta_29': -1.6071731499767923, 'beta_30': -1.817303250068865, 'beta_31': 2.9380517774195387}. Best is trial 145 with value: -32.770875000000004.

print(study.best_trial)

FrozenTrial(number=145, values=[-32.770875000000004], datetime_start=datetime.datetime(2021, 8, 7, 10, 33, 30, 421399), datetime_complete=datetime.datetime(2021, 8, 7, 10, 53, 23, 333314), params={'optimizer': 'COBYLA', 'reps': 45, 'gamma_0': -3.016323982666134, 'gamma_1': -1.9990746819743368, 'gamma_2': 0.11075839651319472, 'gamma_3': 0.2999816191524166, 'gamma_4': -0.5130220710255755, 'gamma_5': -0.050528745999449065, 'gamma_6': -1.281935887500267, 'gamma_7': 0.5930343276077158, 'gamma_8': -2.923879092609928, 'gamma_9': 0.8886185193174362, 'gamma_10': -0.33012172527708944, 'gamma_11': 0.07623515278385048, 'gamma_12': -2.4261427271387763, 'gamma_13': -1.3175435026057167, 'gamma_14': 2.1865206405837982, 'gamma_15': -0.32951474945121517, 'gamma_16': -0.5217493724106769, 'gamma_17': -2.2027612495327182, 'gamma_18': 0.7539467186040468, 'gamma_19': 2.158223440578916, 'gamma_20': 0.03194342066711564, 'gamma_21': 1.6173790653771836, 'gamma_22': -1.9705941767303656, 'gamma_23': 0.7277387629863721, 'gamma_24': 2.761733827432095, 'gamma_25': 0.6771013764025737, 'gamma_26': 2.3801608866591826, 'gamma_27': 2.088742785054443, 'gamma_28': -1.2006207696092424, 'gamma_29': -2.5251381017605414, 'gamma_30': 1.7571490299248047, 'gamma_31': -1.1736108177253368, 'gamma_32': -1.6075424050515237, 'gamma_33': 2.3633448364207332, 'gamma_34': -1.8794065580521537, 'gamma_35': -0.2631687580821924, 'gamma_36': -2.2438279175792752, 'gamma_37': -1.7292269886696099, 'gamma_38': 0.8019774958703361, 'gamma_39': 2.6305298135196447, 'gamma_40': 1.055123194385145, 'gamma_41': 0.6530658919396781, 'gamma_42': -2.5968703759051794, 'gamma_43': 1.8319951670685475, 'gamma_44': 0.035463308313430496, 'beta_0': -2.5305755679005255, 'beta_1': 0.6260249139454506, 'beta_2': -0.8374909180672103, 'beta_3': -0.40257078495872106, 'beta_4': -2.1421191608908696, 'beta_5': 3.136294266860139, 'beta_6': -0.34951981551348554, 'beta_7': -2.1344378488088847, 'beta_8': 1.3221020462168651, 'beta_9': -2.3345808063533044, 'beta_10': -0.7659686354999863, 'beta_11': 1.659933222466555, 'beta_12': 0.05559263891234867, 'beta_13': 0.6301798778344764, 'beta_14': 0.9450359896204601, 'beta_15': -0.1853236332172014, 'beta_16': 1.5840773657106466, 'beta_17': 2.264910081680473, 'beta_18': 3.138400054209295, 'beta_19': -1.7342863244936249, 'beta_20': 2.400300717900391, 'beta_21': -1.490615167995359, 'beta_22': 0.8083168804590319, 'beta_23': 0.10740914053583617, 'beta_24': -3.1413991058096085, 'beta_25': 1.1959574189637527, 'beta_26': 2.0417890790497673, 'beta_27': -0.10157594107814516, 'beta_28': -1.9382022276847832, 'beta_29': -1.315647006214258, 'beta_30': -1.8482806414623594, 'beta_31': 2.621998593279245, 'beta_32': -1.992571161472532, 'beta_33': -1.5143049009715237, 'beta_34': 1.2399183815359682, 'beta_35': -2.082522663516224, 'beta_36': 0.9593267612540273, 'beta_37': -1.4565413213845764, 'beta_38': -0.6038637774037054, 'beta_39': -1.4565918462211869, 'beta_40': 0.1644412640221815, 'beta_41': -0.9913555705434269, 'beta_42': -1.7287431095682289, 'beta_43': -0.6979234813919812, 'beta_44': -3.008620720900055}, distributions={'optimizer': CategoricalDistribution(choices=('SPSA', 'QN-SPSA', 'COBYLA')), 'reps': IntUniformDistribution(high=50, low=1, step=1), 'gamma_0': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_1': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_2': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_3': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_4': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_5': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_6': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_7': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_8': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_9': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_10': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_11': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_12': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_13': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_14': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_15': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_16': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_17': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_18': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_19': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_20': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_21': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_22': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_23': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_24': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_25': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_26': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_27': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_28': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_29': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_30': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_31': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_32': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_33': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_34': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_35': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_36': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_37': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_38': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_39': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_40': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_41': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_42': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_43': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_44': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_0': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_1': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_2': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_3': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_4': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_5': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_6': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_7': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_8': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_9': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_10': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_11': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_12': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_13': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_14': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_15': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_16': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_17': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_18': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_19': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_20': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_21': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_22': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_23': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_24': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_25': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_26': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_27': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_28': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_29': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_30': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_31': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_32': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_33': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_34': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_35': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_36': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_37': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_38': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_39': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_40': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_41': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_42': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_43': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_44': UniformDistribution(high=3.141592653589793, low=-3.141592653589793)}, user_attrs={'best': [-32.770875000000004, optimal function value: -35.0
optimal value: [0. 1. 0. 1. 0.]
status: SUCCESS, array([-2.03098077, -1.98509846,  0.23693559,  1.30784173,  0.48676371,
       -0.10428356, -1.28616472,  0.46784362, -2.91566214,  1.03833643,
       -0.33137264,  0.07298745, -1.43948493, -1.25903259,  2.06934225,
       -0.33148098, -0.55255131, -2.19428966,  0.75126285,  2.16033425,
        1.03821094,  1.61754739, -1.98249321,  0.6803904 ,  2.86578732,
        0.67345805,  2.33431631,  1.97874321, -1.17599134, -2.51233504,
        1.79510832, -1.16916027, -1.62109988,  2.35395268, -2.12655916,
       -0.22696218, -2.21543522, -1.70671181,  0.82949433,  2.65626232,
        0.79732061,  0.68081401, -2.5485033 ,  1.86461101,  0.06485468,
       -2.51056298,  0.63630715, -0.85203705, -0.39245911, -2.13081862,
        3.14434819, -0.33160724, -2.13694465,  1.31670918, -2.26796564,
       -0.72846069,  1.6369968 ,  0.05428231,  0.63506987,  0.9499778 ,
       -0.18599352,  1.59386699,  2.24957312,  3.13301096, -1.72714197,
        2.41291001, -1.48500337,  0.8204767 ,  0.11298844, -3.13800467,
        1.20377377,  2.0627628 ,  0.91069653, -1.95353873, -1.30932408,
       -1.86252356,  2.62597615, -1.97594314, -1.50705263,  1.24705667,
       -2.08365934,  0.9654864 , -1.45660855, -0.59823231, -1.47558136,
        0.17005232, -0.99276178, -1.71875253, -0.69889322, -3.0010984 ]), 'COBYLA']}, system_attrs={}, intermediate_values={}, trial_id=145, state=TrialState.COMPLETE, value=None)

fig = optuna.visualization.plot_optimization_history(study)
fig.show()

mean, result, optimal_params, optimizer_name = study.user_attrs["best"]
print(f"Optimizer: {optimizer_name}")
print(f"Optimal Parameters: {optimal_params}")

Optimizer: COBYLA
Optimal Parameters: [-2.03098077 -1.98509846  0.23693559  1.30784173  0.48676371 -0.10428356
 -1.28616472  0.46784362 -2.91566214  1.03833643 -0.33137264  0.07298745
 -1.43948493 -1.25903259  2.06934225 -0.33148098 -0.55255131 -2.19428966
  0.75126285  2.16033425  1.03821094  1.61754739 -1.98249321  0.6803904
  2.86578732  0.67345805  2.33431631  1.97874321 -1.17599134 -2.51233504
  1.79510832 -1.16916027 -1.62109988  2.35395268 -2.12655916 -0.22696218
 -2.21543522 -1.70671181  0.82949433  2.65626232  0.79732061  0.68081401
 -2.5485033   1.86461101  0.06485468 -2.51056298  0.63630715 -0.85203705
 -0.39245911 -2.13081862  3.14434819 -0.33160724 -2.13694465  1.31670918
 -2.26796564 -0.72846069  1.6369968   0.05428231  0.63506987  0.9499778
 -0.18599352  1.59386699  2.24957312  3.13301096 -1.72714197  2.41291001
 -1.48500337  0.8204767   0.11298844 -3.13800467  1.20377377  2.0627628
  0.91069653 -1.95353873 -1.30932408 -1.86252356  2.62597615 -1.97594314
 -1.50705263  1.24705667 -2.08365934  0.9654864  -1.45660855 -0.59823231
 -1.47558136  0.17005232 -0.99276178 -1.71875253 -0.69889322 -3.0010984 ]

max_cut.draw(result)

mean, distribution = max_cut.analyse(result, print_output=True)
max_cut.plot_histogram(distribution, mean)

optimal function value: -35.0
optimal value: [0. 1. 0. 1. 0.]
status: SUCCESS
Number of samples (31) is too large to display. Skip.
Expectation Value: -32.770875000000004
Highest Exp.Value: 0 with 0.000875 %
Lowest Exp.Value: -35 with 0.49488 %
Highest Probability: -35 with 0.49488 %
Ratio r: 0.9363107142857144
MSE: 194.80009441947124
RMSE: 13.957080440388356

import qiskit.tools.jupyter
%qiskit_version_table

/home/hm-tlacherm/.local/lib/python3.8/site-packages/qiskit/aqua/__init__.py:86: DeprecationWarning:

The package qiskit.aqua is deprecated. It was moved/refactored to qiskit-terra For more information see <https://github.com/Qiskit/qiskit-aqua/blob/main/README.md#migration-guide>

Version Information

Qiskit Software	Version
qiskit-terra	0.18.1
qiskit-aer	0.8.2
qiskit-ignis	0.6.0
qiskit-ibmq-provider	0.16.0
qiskit-aqua	0.9.4
qiskit	0.29.0
qiskit-nature	0.1.5
qiskit-optimization	0.2.1
System information
Python	3.8.6 (default, Jan 22 2021, 11:41:28) [GCC 8.4.1 20200928 (Red Hat 8.4.1-1)]
OS	Linux
CPUs	192
Memory (Gb)	6046.015735626221
Sat Aug 07 12:05:45 2021 CEST

import mitiq
mitiq.about()

Mitiq: A Python toolkit for implementing error mitigation on quantum computers
==============================================================================
Authored by: Mitiq team, 2020 & later (https://github.com/unitaryfund/mitiq)

Mitiq Version:	0.9.3

Core Dependencies
-----------------
Cirq Version:	0.10.0
NumPy Version:	1.20.3
SciPy Version:	1.4.1

Optional Dependencies
---------------------
PyQuil Version:	Not installed
Qiskit Version:	0.29.0
Braket Version:	Not installed

Python Version:	3.8.6
Platform Info:	Linux (x86_64)